{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "0505.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/yananma/5_programs_per_day/blob/master/0505.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QBw4dRnsnhzA",
        "colab_type": "text"
      },
      "source": [
        "## 3.2 线性回归的从零开始实现"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L7xelU-BCGSM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# !pip install mxnet d2lzh"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oItHgQ_pHtDh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "%matplotlib inline  \n",
        "from IPython import display \n",
        "from matplotlib import pyplot as plt \n",
        "from mxnet import autograd, nd \n",
        "import random "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HG1TUrS9IP01",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "num_inputs = 2 \n",
        "num_examples = 1000 \n",
        "true_w = [2, -3.4]\n",
        "true_b = 4.2 \n",
        "features = nd.random.normal(scale=1, shape=(num_examples, num_inputs))\n",
        "labels = true_w[0] * features[:, 0] + true_w[1] * features[:, 1] + true_b \n",
        "labels += nd.random.normal(scale=0.01, shape=labels.shape)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fzaipG-QI6Y1",
        "colab_type": "code",
        "outputId": "3f31d1b3-a8b9-411d-d23d-9924b671adbc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        }
      },
      "source": [
        "features[0], labels[0]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(\n",
              " [2.2122064 0.7740038]\n",
              " <NDArray 2 @cpu(0)>, \n",
              " [6.000587]\n",
              " <NDArray 1 @cpu(0)>)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kWPsOKogJTr8",
        "colab_type": "code",
        "outputId": "504c17e2-9179-4592-b60f-1bf450dbe2c2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 315
        }
      },
      "source": [
        "def use_svg_display():\n",
        "    display.set_matplotlib_formats('svg')\n",
        "\n",
        "def set_figsize(figsize=(5, 3.5)):\n",
        "    use_svg_display()\n",
        "    plt.rcParams['figure.figsize'] = figsize \n",
        "\n",
        "set_figsize()\n",
        "plt.scatter(features[:, 1].asnumpy(), labels.asnumpy(), 2);"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 360x252 with 1 Axes>"
            ],
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"221.338125pt\" version=\"1.1\" viewBox=\"0 0 315.142187 221.338125\" width=\"315.142187pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 221.338125 \nL 315.142187 221.338125 \nL 315.142187 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 28.942187 197.46 \nL 307.942187 197.46 \nL 307.942187 7.2 \nL 28.942187 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 0.707107 \nC 0.187527 0.707107 0.367398 0.632602 0.5 0.5 \nC 0.632602 0.367398 0.707107 0.187527 0.707107 0 \nC 0.707107 -0.187527 0.632602 -0.367398 0.5 -0.5 \nC 0.367398 -0.632602 0.187527 -0.707107 0 -0.707107 \nC -0.187527 -0.707107 -0.367398 -0.632602 -0.5 -0.5 \nC -0.632602 -0.367398 -0.707107 -0.187527 -0.707107 0 \nC -0.707107 0.187527 -0.632602 0.367398 -0.5 0.5 \nC -0.367398 0.632602 -0.187527 0.707107 0 0.707107 \nz\n\" id=\"mfc2ba64fbf\" style=\"stroke:#1f77b4;\"/>\n    </defs>\n    <g clip-path=\"url(#p00012c8576)\">\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.467624\" xlink:href=\"#mfc2ba64fbf\" y=\"83.662543\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.638072\" xlink:href=\"#mfc2ba64fbf\" y=\"102.049205\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.733391\" xlink:href=\"#mfc2ba64fbf\" y=\"69.724784\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.653746\" xlink:href=\"#mfc2ba64fbf\" y=\"82.657643\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"207.234171\" xlink:href=\"#mfc2ba64fbf\" y=\"123.077723\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.658554\" xlink:href=\"#mfc2ba64fbf\" y=\"61.339385\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"227.614125\" xlink:href=\"#mfc2ba64fbf\" y=\"128.818104\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.762914\" xlink:href=\"#mfc2ba64fbf\" y=\"94.748777\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"226.670063\" xlink:href=\"#mfc2ba64fbf\" y=\"128.087928\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"202.391241\" xlink:href=\"#mfc2ba64fbf\" y=\"126.828546\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.557987\" xlink:href=\"#mfc2ba64fbf\" y=\"77.042833\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.736774\" xlink:href=\"#mfc2ba64fbf\" y=\"110.442173\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"217.88062\" xlink:href=\"#mfc2ba64fbf\" y=\"158.851506\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.232887\" xlink:href=\"#mfc2ba64fbf\" y=\"121.716834\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"214.277727\" xlink:href=\"#mfc2ba64fbf\" y=\"112.889016\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.671648\" xlink:href=\"#mfc2ba64fbf\" y=\"121.221755\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.771628\" xlink:href=\"#mfc2ba64fbf\" y=\"113.457426\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.603314\" xlink:href=\"#mfc2ba64fbf\" y=\"139.826814\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.46236\" xlink:href=\"#mfc2ba64fbf\" y=\"125.474686\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.004443\" xlink:href=\"#mfc2ba64fbf\" y=\"102.19689\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.710219\" xlink:href=\"#mfc2ba64fbf\" y=\"127.238907\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.457124\" xlink:href=\"#mfc2ba64fbf\" y=\"105.832098\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.994836\" xlink:href=\"#mfc2ba64fbf\" y=\"69.884804\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.441888\" xlink:href=\"#mfc2ba64fbf\" y=\"100.638808\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"261.583536\" xlink:href=\"#mfc2ba64fbf\" y=\"168.502437\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.527771\" xlink:href=\"#mfc2ba64fbf\" y=\"121.93805\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.30401\" xlink:href=\"#mfc2ba64fbf\" y=\"98.813068\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.707221\" xlink:href=\"#mfc2ba64fbf\" y=\"105.905077\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"227.785655\" xlink:href=\"#mfc2ba64fbf\" y=\"139.239489\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.069822\" xlink:href=\"#mfc2ba64fbf\" y=\"57.333039\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"265.54531\" xlink:href=\"#mfc2ba64fbf\" y=\"138.720365\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.765881\" xlink:href=\"#mfc2ba64fbf\" y=\"88.146856\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.387451\" xlink:href=\"#mfc2ba64fbf\" y=\"97.345054\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.868733\" xlink:href=\"#mfc2ba64fbf\" y=\"94.033751\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.287307\" xlink:href=\"#mfc2ba64fbf\" y=\"95.118192\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.576544\" xlink:href=\"#mfc2ba64fbf\" y=\"124.247599\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.810956\" xlink:href=\"#mfc2ba64fbf\" y=\"130.477077\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.233481\" xlink:href=\"#mfc2ba64fbf\" y=\"106.970565\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.636875\" xlink:href=\"#mfc2ba64fbf\" y=\"128.530054\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.391487\" xlink:href=\"#mfc2ba64fbf\" y=\"92.267436\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.14256\" xlink:href=\"#mfc2ba64fbf\" y=\"88.57535\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.173915\" xlink:href=\"#mfc2ba64fbf\" y=\"58.206959\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"209.262433\" xlink:href=\"#mfc2ba64fbf\" y=\"119.42085\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.273148\" xlink:href=\"#mfc2ba64fbf\" y=\"84.927857\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.191029\" xlink:href=\"#mfc2ba64fbf\" y=\"142.107977\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.231891\" xlink:href=\"#mfc2ba64fbf\" y=\"60.815989\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.535727\" xlink:href=\"#mfc2ba64fbf\" y=\"104.574829\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.925551\" xlink:href=\"#mfc2ba64fbf\" y=\"107.617763\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.231959\" xlink:href=\"#mfc2ba64fbf\" y=\"79.820796\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.497868\" xlink:href=\"#mfc2ba64fbf\" y=\"160.518827\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"202.966166\" xlink:href=\"#mfc2ba64fbf\" y=\"139.202537\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"269.047849\" xlink:href=\"#mfc2ba64fbf\" y=\"188.787711\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.717637\" xlink:href=\"#mfc2ba64fbf\" y=\"95.096854\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"227.498894\" xlink:href=\"#mfc2ba64fbf\" y=\"135.979584\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.580086\" xlink:href=\"#mfc2ba64fbf\" y=\"96.288595\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"258.55788\" xlink:href=\"#mfc2ba64fbf\" y=\"136.524382\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.806275\" xlink:href=\"#mfc2ba64fbf\" y=\"82.061066\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"209.943641\" xlink:href=\"#mfc2ba64fbf\" y=\"127.554617\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.069044\" xlink:href=\"#mfc2ba64fbf\" y=\"136.449127\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"266.812348\" xlink:href=\"#mfc2ba64fbf\" y=\"140.795869\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.06419\" xlink:href=\"#mfc2ba64fbf\" y=\"46.195083\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.927358\" xlink:href=\"#mfc2ba64fbf\" y=\"113.650113\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"220.064047\" xlink:href=\"#mfc2ba64fbf\" y=\"137.107262\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.711364\" xlink:href=\"#mfc2ba64fbf\" y=\"115.534777\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.548452\" xlink:href=\"#mfc2ba64fbf\" y=\"67.854196\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.606755\" xlink:href=\"#mfc2ba64fbf\" y=\"116.812721\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.803927\" xlink:href=\"#mfc2ba64fbf\" y=\"72.031968\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"216.049963\" xlink:href=\"#mfc2ba64fbf\" y=\"152.594884\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.531656\" xlink:href=\"#mfc2ba64fbf\" y=\"124.803315\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.192466\" xlink:href=\"#mfc2ba64fbf\" y=\"65.237669\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.380862\" xlink:href=\"#mfc2ba64fbf\" y=\"116.58917\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.95878\" xlink:href=\"#mfc2ba64fbf\" y=\"122.846801\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.860654\" xlink:href=\"#mfc2ba64fbf\" y=\"95.538051\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.580934\" xlink:href=\"#mfc2ba64fbf\" y=\"116.583776\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.030901\" xlink:href=\"#mfc2ba64fbf\" y=\"91.443035\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.304301\" xlink:href=\"#mfc2ba64fbf\" y=\"117.112671\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.309022\" xlink:href=\"#mfc2ba64fbf\" y=\"100.94392\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.037252\" xlink:href=\"#mfc2ba64fbf\" y=\"100.099346\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.439724\" xlink:href=\"#mfc2ba64fbf\" y=\"87.542874\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.839698\" xlink:href=\"#mfc2ba64fbf\" y=\"77.665219\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.991648\" xlink:href=\"#mfc2ba64fbf\" y=\"123.69201\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.782666\" xlink:href=\"#mfc2ba64fbf\" y=\"90.409204\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.142256\" xlink:href=\"#mfc2ba64fbf\" y=\"98.315621\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.904068\" xlink:href=\"#mfc2ba64fbf\" y=\"148.342792\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.478629\" xlink:href=\"#mfc2ba64fbf\" y=\"109.813439\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.514322\" xlink:href=\"#mfc2ba64fbf\" y=\"82.288902\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.858111\" xlink:href=\"#mfc2ba64fbf\" y=\"124.661603\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.930834\" xlink:href=\"#mfc2ba64fbf\" y=\"101.765516\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.780924\" xlink:href=\"#mfc2ba64fbf\" y=\"113.551731\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"214.121727\" xlink:href=\"#mfc2ba64fbf\" y=\"128.999317\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.988803\" xlink:href=\"#mfc2ba64fbf\" y=\"123.873162\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.323105\" xlink:href=\"#mfc2ba64fbf\" y=\"107.491169\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.719862\" xlink:href=\"#mfc2ba64fbf\" y=\"114.3709\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"223.335515\" xlink:href=\"#mfc2ba64fbf\" y=\"133.970825\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"232.748629\" xlink:href=\"#mfc2ba64fbf\" y=\"127.341528\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"207.059032\" xlink:href=\"#mfc2ba64fbf\" y=\"137.066547\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.788017\" xlink:href=\"#mfc2ba64fbf\" y=\"102.404387\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.149576\" xlink:href=\"#mfc2ba64fbf\" y=\"99.313394\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.105892\" xlink:href=\"#mfc2ba64fbf\" y=\"76.067976\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.325121\" xlink:href=\"#mfc2ba64fbf\" y=\"96.561335\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.674738\" xlink:href=\"#mfc2ba64fbf\" y=\"103.465516\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"221.776876\" xlink:href=\"#mfc2ba64fbf\" y=\"130.53003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.350212\" xlink:href=\"#mfc2ba64fbf\" y=\"137.569616\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.361518\" xlink:href=\"#mfc2ba64fbf\" y=\"101.575804\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"262.530078\" xlink:href=\"#mfc2ba64fbf\" y=\"174.384534\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.171955\" xlink:href=\"#mfc2ba64fbf\" y=\"116.158625\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"239.788089\" xlink:href=\"#mfc2ba64fbf\" y=\"109.433802\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.234857\" xlink:href=\"#mfc2ba64fbf\" y=\"107.624072\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.605477\" xlink:href=\"#mfc2ba64fbf\" y=\"84.240602\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.379686\" xlink:href=\"#mfc2ba64fbf\" y=\"108.905925\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"249.309216\" xlink:href=\"#mfc2ba64fbf\" y=\"144.126396\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.910025\" xlink:href=\"#mfc2ba64fbf\" y=\"107.843545\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.218152\" xlink:href=\"#mfc2ba64fbf\" y=\"100.804444\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.049311\" xlink:href=\"#mfc2ba64fbf\" y=\"109.776026\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"221.863034\" xlink:href=\"#mfc2ba64fbf\" y=\"126.446109\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"229.48866\" xlink:href=\"#mfc2ba64fbf\" y=\"141.50117\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.301857\" xlink:href=\"#mfc2ba64fbf\" y=\"117.408823\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.87418\" xlink:href=\"#mfc2ba64fbf\" y=\"88.303436\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.925158\" xlink:href=\"#mfc2ba64fbf\" y=\"57.610252\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"241.443486\" xlink:href=\"#mfc2ba64fbf\" y=\"152.917732\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.076303\" xlink:href=\"#mfc2ba64fbf\" y=\"100.903371\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.041128\" xlink:href=\"#mfc2ba64fbf\" y=\"95.359511\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.849678\" xlink:href=\"#mfc2ba64fbf\" y=\"99.2533\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.573994\" xlink:href=\"#mfc2ba64fbf\" y=\"92.958996\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.281072\" xlink:href=\"#mfc2ba64fbf\" y=\"70.623467\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.992773\" xlink:href=\"#mfc2ba64fbf\" y=\"106.105841\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.403224\" xlink:href=\"#mfc2ba64fbf\" y=\"95.482789\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"203.048585\" xlink:href=\"#mfc2ba64fbf\" y=\"114.423249\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.44231\" xlink:href=\"#mfc2ba64fbf\" y=\"85.599634\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"216.452828\" xlink:href=\"#mfc2ba64fbf\" y=\"137.134652\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.697493\" xlink:href=\"#mfc2ba64fbf\" y=\"89.194859\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.347056\" xlink:href=\"#mfc2ba64fbf\" y=\"101.766793\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.916613\" xlink:href=\"#mfc2ba64fbf\" y=\"105.233455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.05703\" xlink:href=\"#mfc2ba64fbf\" y=\"76.979328\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"225.518525\" xlink:href=\"#mfc2ba64fbf\" y=\"119.068527\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.614886\" xlink:href=\"#mfc2ba64fbf\" y=\"120.747093\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"238.663004\" xlink:href=\"#mfc2ba64fbf\" y=\"122.810571\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"281.52069\" xlink:href=\"#mfc2ba64fbf\" y=\"149.189712\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.937997\" xlink:href=\"#mfc2ba64fbf\" y=\"90.704873\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.898004\" xlink:href=\"#mfc2ba64fbf\" y=\"140.881595\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.441659\" xlink:href=\"#mfc2ba64fbf\" y=\"110.60222\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.337839\" xlink:href=\"#mfc2ba64fbf\" y=\"117.89552\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.401218\" xlink:href=\"#mfc2ba64fbf\" y=\"120.40196\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.953513\" xlink:href=\"#mfc2ba64fbf\" y=\"113.682726\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.702178\" xlink:href=\"#mfc2ba64fbf\" y=\"104.275891\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.37223\" xlink:href=\"#mfc2ba64fbf\" y=\"120.403686\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.669309\" xlink:href=\"#mfc2ba64fbf\" y=\"100.804429\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.289781\" xlink:href=\"#mfc2ba64fbf\" y=\"106.767968\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.784339\" xlink:href=\"#mfc2ba64fbf\" y=\"137.651682\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"258.217459\" xlink:href=\"#mfc2ba64fbf\" y=\"150.835273\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.774522\" xlink:href=\"#mfc2ba64fbf\" y=\"102.224192\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.517417\" xlink:href=\"#mfc2ba64fbf\" y=\"120.093016\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.843036\" xlink:href=\"#mfc2ba64fbf\" y=\"111.03189\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"281.263875\" xlink:href=\"#mfc2ba64fbf\" y=\"167.525538\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.394426\" xlink:href=\"#mfc2ba64fbf\" y=\"106.692514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.601826\" xlink:href=\"#mfc2ba64fbf\" y=\"97.520953\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.646213\" xlink:href=\"#mfc2ba64fbf\" y=\"104.426656\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.321853\" xlink:href=\"#mfc2ba64fbf\" y=\"85.251409\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"200.212123\" xlink:href=\"#mfc2ba64fbf\" y=\"110.875285\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.649538\" xlink:href=\"#mfc2ba64fbf\" y=\"95.553324\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.137161\" xlink:href=\"#mfc2ba64fbf\" y=\"95.869327\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.947225\" xlink:href=\"#mfc2ba64fbf\" y=\"140.601525\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"220.560539\" xlink:href=\"#mfc2ba64fbf\" y=\"105.834205\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.218588\" xlink:href=\"#mfc2ba64fbf\" y=\"108.170614\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.62731\" xlink:href=\"#mfc2ba64fbf\" y=\"109.990179\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.79072\" xlink:href=\"#mfc2ba64fbf\" y=\"90.906202\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.187435\" xlink:href=\"#mfc2ba64fbf\" y=\"109.986016\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.045405\" xlink:href=\"#mfc2ba64fbf\" y=\"120.652505\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.416626\" xlink:href=\"#mfc2ba64fbf\" y=\"99.336381\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"235.48254\" xlink:href=\"#mfc2ba64fbf\" y=\"147.728137\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.607305\" xlink:href=\"#mfc2ba64fbf\" y=\"104.441747\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.906421\" xlink:href=\"#mfc2ba64fbf\" y=\"62.069803\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"208.560614\" xlink:href=\"#mfc2ba64fbf\" y=\"116.187954\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.018672\" xlink:href=\"#mfc2ba64fbf\" y=\"98.455536\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"243.236271\" xlink:href=\"#mfc2ba64fbf\" y=\"116.458352\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.090345\" xlink:href=\"#mfc2ba64fbf\" y=\"102.954324\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.941273\" xlink:href=\"#mfc2ba64fbf\" y=\"100.121217\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.942821\" xlink:href=\"#mfc2ba64fbf\" y=\"82.090493\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.699308\" xlink:href=\"#mfc2ba64fbf\" y=\"91.454742\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.974114\" xlink:href=\"#mfc2ba64fbf\" y=\"95.214765\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.606529\" xlink:href=\"#mfc2ba64fbf\" y=\"101.470985\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.134718\" xlink:href=\"#mfc2ba64fbf\" y=\"95.926563\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"210.360519\" xlink:href=\"#mfc2ba64fbf\" y=\"135.88781\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"230.010286\" xlink:href=\"#mfc2ba64fbf\" y=\"132.027066\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.570241\" xlink:href=\"#mfc2ba64fbf\" y=\"96.238429\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.556436\" xlink:href=\"#mfc2ba64fbf\" y=\"72.919064\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.738935\" xlink:href=\"#mfc2ba64fbf\" y=\"110.881861\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.074642\" xlink:href=\"#mfc2ba64fbf\" y=\"91.415021\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.636992\" xlink:href=\"#mfc2ba64fbf\" y=\"73.717398\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.614263\" xlink:href=\"#mfc2ba64fbf\" y=\"111.061296\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.138497\" xlink:href=\"#mfc2ba64fbf\" y=\"121.88893\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.560559\" xlink:href=\"#mfc2ba64fbf\" y=\"76.773588\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.307101\" xlink:href=\"#mfc2ba64fbf\" y=\"104.143557\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.692901\" xlink:href=\"#mfc2ba64fbf\" y=\"93.932037\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.919053\" xlink:href=\"#mfc2ba64fbf\" y=\"140.766087\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"220.962373\" xlink:href=\"#mfc2ba64fbf\" y=\"132.905248\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.333217\" xlink:href=\"#mfc2ba64fbf\" y=\"113.06794\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"217.262388\" xlink:href=\"#mfc2ba64fbf\" y=\"140.065847\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"222.499239\" xlink:href=\"#mfc2ba64fbf\" y=\"121.709858\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.761337\" xlink:href=\"#mfc2ba64fbf\" y=\"97.711707\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.84874\" xlink:href=\"#mfc2ba64fbf\" y=\"125.753218\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"247.128536\" xlink:href=\"#mfc2ba64fbf\" y=\"151.540696\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.555007\" xlink:href=\"#mfc2ba64fbf\" y=\"94.792868\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.840355\" xlink:href=\"#mfc2ba64fbf\" y=\"113.794383\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.37733\" xlink:href=\"#mfc2ba64fbf\" y=\"106.700207\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.525122\" xlink:href=\"#mfc2ba64fbf\" y=\"138.982025\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"217.805067\" xlink:href=\"#mfc2ba64fbf\" y=\"122.471442\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"218.131151\" xlink:href=\"#mfc2ba64fbf\" y=\"134.505539\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.406713\" xlink:href=\"#mfc2ba64fbf\" y=\"123.632514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.168695\" xlink:href=\"#mfc2ba64fbf\" y=\"101.269124\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.037018\" xlink:href=\"#mfc2ba64fbf\" y=\"143.965213\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.276577\" xlink:href=\"#mfc2ba64fbf\" y=\"83.537688\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.148749\" xlink:href=\"#mfc2ba64fbf\" y=\"76.212809\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.668521\" xlink:href=\"#mfc2ba64fbf\" y=\"117.713875\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.973048\" xlink:href=\"#mfc2ba64fbf\" y=\"91.908426\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"246.005169\" xlink:href=\"#mfc2ba64fbf\" y=\"174.707919\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.518723\" xlink:href=\"#mfc2ba64fbf\" y=\"108.649954\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.852594\" xlink:href=\"#mfc2ba64fbf\" y=\"142.195451\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.627796\" xlink:href=\"#mfc2ba64fbf\" y=\"118.169413\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.263619\" xlink:href=\"#mfc2ba64fbf\" y=\"56.52169\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"199.966724\" xlink:href=\"#mfc2ba64fbf\" y=\"129.028598\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.563285\" xlink:href=\"#mfc2ba64fbf\" y=\"116.873211\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.498618\" xlink:href=\"#mfc2ba64fbf\" y=\"94.778968\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.909772\" xlink:href=\"#mfc2ba64fbf\" y=\"110.363643\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"207.920106\" xlink:href=\"#mfc2ba64fbf\" y=\"105.150037\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.426469\" xlink:href=\"#mfc2ba64fbf\" y=\"65.339806\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.826594\" xlink:href=\"#mfc2ba64fbf\" y=\"92.930581\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"245.854203\" xlink:href=\"#mfc2ba64fbf\" y=\"141.300624\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.328849\" xlink:href=\"#mfc2ba64fbf\" y=\"90.050435\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.010933\" xlink:href=\"#mfc2ba64fbf\" y=\"138.670018\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.293436\" xlink:href=\"#mfc2ba64fbf\" y=\"99.400703\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.033945\" xlink:href=\"#mfc2ba64fbf\" y=\"111.250965\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"70.897366\" xlink:href=\"#mfc2ba64fbf\" y=\"28.507478\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.833289\" xlink:href=\"#mfc2ba64fbf\" y=\"51.980806\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.501313\" xlink:href=\"#mfc2ba64fbf\" y=\"94.399188\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.906929\" xlink:href=\"#mfc2ba64fbf\" y=\"115.202428\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.944915\" xlink:href=\"#mfc2ba64fbf\" y=\"77.402821\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.011956\" xlink:href=\"#mfc2ba64fbf\" y=\"111.814913\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.36106\" xlink:href=\"#mfc2ba64fbf\" y=\"106.621914\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.510004\" xlink:href=\"#mfc2ba64fbf\" y=\"58.17314\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.519797\" xlink:href=\"#mfc2ba64fbf\" y=\"109.454808\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.592574\" xlink:href=\"#mfc2ba64fbf\" y=\"102.388773\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"287.437425\" xlink:href=\"#mfc2ba64fbf\" y=\"174.498721\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.743015\" xlink:href=\"#mfc2ba64fbf\" y=\"67.38711\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.691649\" xlink:href=\"#mfc2ba64fbf\" y=\"104.785799\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.022629\" xlink:href=\"#mfc2ba64fbf\" y=\"101.291696\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.202555\" xlink:href=\"#mfc2ba64fbf\" y=\"120.691755\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.164736\" xlink:href=\"#mfc2ba64fbf\" y=\"105.806018\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.204503\" xlink:href=\"#mfc2ba64fbf\" y=\"101.054946\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.15072\" xlink:href=\"#mfc2ba64fbf\" y=\"128.868656\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.288219\" xlink:href=\"#mfc2ba64fbf\" y=\"104.432898\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"247.143891\" xlink:href=\"#mfc2ba64fbf\" y=\"147.511602\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"226.631143\" xlink:href=\"#mfc2ba64fbf\" y=\"140.17578\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.704935\" xlink:href=\"#mfc2ba64fbf\" y=\"71.893569\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"234.941199\" xlink:href=\"#mfc2ba64fbf\" y=\"138.835588\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.395074\" xlink:href=\"#mfc2ba64fbf\" y=\"55.088402\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.764739\" xlink:href=\"#mfc2ba64fbf\" y=\"65.415974\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"183.913571\" xlink:href=\"#mfc2ba64fbf\" y=\"137.257813\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.739178\" xlink:href=\"#mfc2ba64fbf\" y=\"108.698686\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"223.347996\" xlink:href=\"#mfc2ba64fbf\" y=\"116.366717\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"207.892762\" xlink:href=\"#mfc2ba64fbf\" y=\"136.000339\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"215.324206\" xlink:href=\"#mfc2ba64fbf\" y=\"123.22669\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.130775\" xlink:href=\"#mfc2ba64fbf\" y=\"61.202576\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.83071\" xlink:href=\"#mfc2ba64fbf\" y=\"72.172001\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.510924\" xlink:href=\"#mfc2ba64fbf\" y=\"77.856892\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.987135\" xlink:href=\"#mfc2ba64fbf\" y=\"98.890937\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.594238\" xlink:href=\"#mfc2ba64fbf\" y=\"106.684129\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.448554\" xlink:href=\"#mfc2ba64fbf\" y=\"118.973646\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.953065\" xlink:href=\"#mfc2ba64fbf\" y=\"72.977825\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.169605\" xlink:href=\"#mfc2ba64fbf\" y=\"54.877274\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.010806\" xlink:href=\"#mfc2ba64fbf\" y=\"124.410406\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"236.283219\" xlink:href=\"#mfc2ba64fbf\" y=\"128.916885\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"251.067598\" xlink:href=\"#mfc2ba64fbf\" y=\"144.458021\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.277107\" xlink:href=\"#mfc2ba64fbf\" y=\"108.837823\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.2456\" xlink:href=\"#mfc2ba64fbf\" y=\"114.998749\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.872993\" xlink:href=\"#mfc2ba64fbf\" y=\"117.133949\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.973588\" xlink:href=\"#mfc2ba64fbf\" y=\"108.339442\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"262.318102\" xlink:href=\"#mfc2ba64fbf\" y=\"148.942993\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"214.132555\" xlink:href=\"#mfc2ba64fbf\" y=\"110.297232\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.202152\" xlink:href=\"#mfc2ba64fbf\" y=\"94.789221\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.102762\" xlink:href=\"#mfc2ba64fbf\" y=\"84.363168\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.279022\" xlink:href=\"#mfc2ba64fbf\" y=\"111.780655\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.914105\" xlink:href=\"#mfc2ba64fbf\" y=\"66.159654\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.371494\" xlink:href=\"#mfc2ba64fbf\" y=\"133.739372\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.444612\" xlink:href=\"#mfc2ba64fbf\" y=\"84.900997\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.580532\" xlink:href=\"#mfc2ba64fbf\" y=\"96.855758\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.777512\" xlink:href=\"#mfc2ba64fbf\" y=\"81.701883\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"238.360486\" xlink:href=\"#mfc2ba64fbf\" y=\"150.608499\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"238.003367\" xlink:href=\"#mfc2ba64fbf\" y=\"134.02266\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.287234\" xlink:href=\"#mfc2ba64fbf\" y=\"98.687\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.996434\" xlink:href=\"#mfc2ba64fbf\" y=\"76.600764\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.721917\" xlink:href=\"#mfc2ba64fbf\" y=\"82.50244\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"229.186866\" xlink:href=\"#mfc2ba64fbf\" y=\"129.128497\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"221.419229\" xlink:href=\"#mfc2ba64fbf\" y=\"123.586162\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.896515\" xlink:href=\"#mfc2ba64fbf\" y=\"120.52986\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"202.425209\" xlink:href=\"#mfc2ba64fbf\" y=\"123.465086\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.822849\" xlink:href=\"#mfc2ba64fbf\" y=\"67.40834\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"212.831293\" xlink:href=\"#mfc2ba64fbf\" y=\"122.984157\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.166589\" xlink:href=\"#mfc2ba64fbf\" y=\"65.330545\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.219951\" xlink:href=\"#mfc2ba64fbf\" y=\"122.949728\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.667558\" xlink:href=\"#mfc2ba64fbf\" y=\"90.26559\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.333501\" xlink:href=\"#mfc2ba64fbf\" y=\"69.570982\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.562948\" xlink:href=\"#mfc2ba64fbf\" y=\"95.12491\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.071673\" xlink:href=\"#mfc2ba64fbf\" y=\"105.343532\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.768257\" xlink:href=\"#mfc2ba64fbf\" y=\"90.183737\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.002519\" xlink:href=\"#mfc2ba64fbf\" y=\"103.194771\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.288409\" xlink:href=\"#mfc2ba64fbf\" y=\"133.541186\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.328668\" xlink:href=\"#mfc2ba64fbf\" y=\"61.031836\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.122928\" xlink:href=\"#mfc2ba64fbf\" y=\"120.904213\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.863136\" xlink:href=\"#mfc2ba64fbf\" y=\"73.482398\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.476947\" xlink:href=\"#mfc2ba64fbf\" y=\"74.635115\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.917552\" xlink:href=\"#mfc2ba64fbf\" y=\"114.412715\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"239.673755\" xlink:href=\"#mfc2ba64fbf\" y=\"122.259244\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.387381\" xlink:href=\"#mfc2ba64fbf\" y=\"113.734045\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.336468\" xlink:href=\"#mfc2ba64fbf\" y=\"151.73221\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.750362\" xlink:href=\"#mfc2ba64fbf\" y=\"88.200086\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.074484\" xlink:href=\"#mfc2ba64fbf\" y=\"110.697291\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.246787\" xlink:href=\"#mfc2ba64fbf\" y=\"102.773873\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.543336\" xlink:href=\"#mfc2ba64fbf\" y=\"88.051786\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.469222\" xlink:href=\"#mfc2ba64fbf\" y=\"98.704123\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.159193\" xlink:href=\"#mfc2ba64fbf\" y=\"110.556846\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"212.936096\" xlink:href=\"#mfc2ba64fbf\" y=\"115.88905\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.289368\" xlink:href=\"#mfc2ba64fbf\" y=\"105.048908\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.328015\" xlink:href=\"#mfc2ba64fbf\" y=\"67.250647\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"202.687552\" xlink:href=\"#mfc2ba64fbf\" y=\"124.771943\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"225.50743\" xlink:href=\"#mfc2ba64fbf\" y=\"129.826972\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.464958\" xlink:href=\"#mfc2ba64fbf\" y=\"99.042732\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"225.995101\" xlink:href=\"#mfc2ba64fbf\" y=\"131.412991\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.196053\" xlink:href=\"#mfc2ba64fbf\" y=\"129.761909\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.939922\" xlink:href=\"#mfc2ba64fbf\" y=\"102.564511\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.988047\" xlink:href=\"#mfc2ba64fbf\" y=\"108.712241\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.040243\" xlink:href=\"#mfc2ba64fbf\" y=\"104.062165\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.810719\" xlink:href=\"#mfc2ba64fbf\" y=\"105.511917\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.032373\" xlink:href=\"#mfc2ba64fbf\" y=\"130.667288\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.698839\" xlink:href=\"#mfc2ba64fbf\" y=\"100.304171\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"209.649932\" xlink:href=\"#mfc2ba64fbf\" y=\"118.464601\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"267.732681\" xlink:href=\"#mfc2ba64fbf\" y=\"150.492447\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.165208\" xlink:href=\"#mfc2ba64fbf\" y=\"52.897125\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"224.331088\" xlink:href=\"#mfc2ba64fbf\" y=\"139.763314\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.649028\" xlink:href=\"#mfc2ba64fbf\" y=\"96.866973\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.547958\" xlink:href=\"#mfc2ba64fbf\" y=\"95.354228\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.036488\" xlink:href=\"#mfc2ba64fbf\" y=\"103.558192\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"183.078499\" xlink:href=\"#mfc2ba64fbf\" y=\"124.305386\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"229.983823\" xlink:href=\"#mfc2ba64fbf\" y=\"128.163296\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.139539\" xlink:href=\"#mfc2ba64fbf\" y=\"70.741434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.07345\" xlink:href=\"#mfc2ba64fbf\" y=\"74.876028\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.811771\" xlink:href=\"#mfc2ba64fbf\" y=\"110.688238\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"260.601489\" xlink:href=\"#mfc2ba64fbf\" y=\"156.559157\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.561935\" xlink:href=\"#mfc2ba64fbf\" y=\"113.483145\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.801207\" xlink:href=\"#mfc2ba64fbf\" y=\"116.742298\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.779016\" xlink:href=\"#mfc2ba64fbf\" y=\"110.6997\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"283.615973\" xlink:href=\"#mfc2ba64fbf\" y=\"174.787666\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.802833\" xlink:href=\"#mfc2ba64fbf\" y=\"140.405722\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.370157\" xlink:href=\"#mfc2ba64fbf\" y=\"115.085367\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.480311\" xlink:href=\"#mfc2ba64fbf\" y=\"134.163757\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.753841\" xlink:href=\"#mfc2ba64fbf\" y=\"98.867764\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.972963\" xlink:href=\"#mfc2ba64fbf\" y=\"115.840281\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"280.25841\" xlink:href=\"#mfc2ba64fbf\" y=\"150.387658\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.260969\" xlink:href=\"#mfc2ba64fbf\" y=\"74.487208\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.060401\" xlink:href=\"#mfc2ba64fbf\" y=\"137.443865\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.773673\" xlink:href=\"#mfc2ba64fbf\" y=\"101.771018\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.969386\" xlink:href=\"#mfc2ba64fbf\" y=\"110.236761\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.32442\" xlink:href=\"#mfc2ba64fbf\" y=\"106.113941\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.177747\" xlink:href=\"#mfc2ba64fbf\" y=\"101.288656\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.020783\" xlink:href=\"#mfc2ba64fbf\" y=\"104.690145\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.966505\" xlink:href=\"#mfc2ba64fbf\" y=\"108.694542\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"247.639322\" xlink:href=\"#mfc2ba64fbf\" y=\"151.773489\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"214.41845\" xlink:href=\"#mfc2ba64fbf\" y=\"128.212447\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.195938\" xlink:href=\"#mfc2ba64fbf\" y=\"89.71151\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.052138\" xlink:href=\"#mfc2ba64fbf\" y=\"29.662564\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.819709\" xlink:href=\"#mfc2ba64fbf\" y=\"111.27381\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.912379\" xlink:href=\"#mfc2ba64fbf\" y=\"107.590829\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.513867\" xlink:href=\"#mfc2ba64fbf\" y=\"107.983497\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.096172\" xlink:href=\"#mfc2ba64fbf\" y=\"61.073573\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.291079\" xlink:href=\"#mfc2ba64fbf\" y=\"112.083323\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.060228\" xlink:href=\"#mfc2ba64fbf\" y=\"111.68231\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.645909\" xlink:href=\"#mfc2ba64fbf\" y=\"115.428639\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"200.153573\" xlink:href=\"#mfc2ba64fbf\" y=\"120.724787\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"78.716874\" xlink:href=\"#mfc2ba64fbf\" y=\"61.806187\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"229.984365\" xlink:href=\"#mfc2ba64fbf\" y=\"128.767761\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.294781\" xlink:href=\"#mfc2ba64fbf\" y=\"128.492396\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.591838\" xlink:href=\"#mfc2ba64fbf\" y=\"88.162005\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"223.386878\" xlink:href=\"#mfc2ba64fbf\" y=\"112.591533\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.366101\" xlink:href=\"#mfc2ba64fbf\" y=\"81.221039\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.012624\" xlink:href=\"#mfc2ba64fbf\" y=\"101.356943\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.515526\" xlink:href=\"#mfc2ba64fbf\" y=\"111.951162\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.979176\" xlink:href=\"#mfc2ba64fbf\" y=\"118.969118\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"183.477247\" xlink:href=\"#mfc2ba64fbf\" y=\"127.840119\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.648998\" xlink:href=\"#mfc2ba64fbf\" y=\"64.193999\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.2838\" xlink:href=\"#mfc2ba64fbf\" y=\"98.530195\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.951416\" xlink:href=\"#mfc2ba64fbf\" y=\"120.118745\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.919618\" xlink:href=\"#mfc2ba64fbf\" y=\"123.005351\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.43921\" xlink:href=\"#mfc2ba64fbf\" y=\"133.515776\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.975998\" xlink:href=\"#mfc2ba64fbf\" y=\"105.485701\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"241.497708\" xlink:href=\"#mfc2ba64fbf\" y=\"116.933918\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"196.336958\" xlink:href=\"#mfc2ba64fbf\" y=\"137.847723\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"222.597399\" xlink:href=\"#mfc2ba64fbf\" y=\"112.47725\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.061167\" xlink:href=\"#mfc2ba64fbf\" y=\"100.435311\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.169836\" xlink:href=\"#mfc2ba64fbf\" y=\"89.253283\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.939968\" xlink:href=\"#mfc2ba64fbf\" y=\"86.841531\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.629791\" xlink:href=\"#mfc2ba64fbf\" y=\"55.673918\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.758521\" xlink:href=\"#mfc2ba64fbf\" y=\"102.577198\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"261.801747\" xlink:href=\"#mfc2ba64fbf\" y=\"153.928898\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.095964\" xlink:href=\"#mfc2ba64fbf\" y=\"105.828841\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.238836\" xlink:href=\"#mfc2ba64fbf\" y=\"111.127691\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.143036\" xlink:href=\"#mfc2ba64fbf\" y=\"85.983568\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.942303\" xlink:href=\"#mfc2ba64fbf\" y=\"83.579539\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.554346\" xlink:href=\"#mfc2ba64fbf\" y=\"106.065159\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.144574\" xlink:href=\"#mfc2ba64fbf\" y=\"98.040276\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"276.16301\" xlink:href=\"#mfc2ba64fbf\" y=\"156.259547\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"224.95924\" xlink:href=\"#mfc2ba64fbf\" y=\"118.695456\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.995361\" xlink:href=\"#mfc2ba64fbf\" y=\"117.036866\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"214.551312\" xlink:href=\"#mfc2ba64fbf\" y=\"128.83011\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.418261\" xlink:href=\"#mfc2ba64fbf\" y=\"112.541892\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.191336\" xlink:href=\"#mfc2ba64fbf\" y=\"128.430966\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"208.101896\" xlink:href=\"#mfc2ba64fbf\" y=\"130.383801\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.480845\" xlink:href=\"#mfc2ba64fbf\" y=\"121.350789\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.568797\" xlink:href=\"#mfc2ba64fbf\" y=\"122.604674\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.153024\" xlink:href=\"#mfc2ba64fbf\" y=\"90.858084\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"199.387731\" xlink:href=\"#mfc2ba64fbf\" y=\"109.356228\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"236.493928\" xlink:href=\"#mfc2ba64fbf\" y=\"110.862149\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.606728\" xlink:href=\"#mfc2ba64fbf\" y=\"103.039119\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.545736\" xlink:href=\"#mfc2ba64fbf\" y=\"87.095921\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.789427\" xlink:href=\"#mfc2ba64fbf\" y=\"91.828663\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.593918\" xlink:href=\"#mfc2ba64fbf\" y=\"122.670031\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.891088\" xlink:href=\"#mfc2ba64fbf\" y=\"118.053076\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"209.524707\" xlink:href=\"#mfc2ba64fbf\" y=\"118.805225\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.026179\" xlink:href=\"#mfc2ba64fbf\" y=\"82.547078\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"224.731891\" xlink:href=\"#mfc2ba64fbf\" y=\"138.644573\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"200.50925\" xlink:href=\"#mfc2ba64fbf\" y=\"115.096253\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.19629\" xlink:href=\"#mfc2ba64fbf\" y=\"149.642194\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.166849\" xlink:href=\"#mfc2ba64fbf\" y=\"56.917817\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.499972\" xlink:href=\"#mfc2ba64fbf\" y=\"137.15363\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.640813\" xlink:href=\"#mfc2ba64fbf\" y=\"121.834548\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.079505\" xlink:href=\"#mfc2ba64fbf\" y=\"118.00045\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"236.668792\" xlink:href=\"#mfc2ba64fbf\" y=\"131.672823\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.440883\" xlink:href=\"#mfc2ba64fbf\" y=\"102.079446\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"59.028438\" xlink:href=\"#mfc2ba64fbf\" y=\"15.872289\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.849279\" xlink:href=\"#mfc2ba64fbf\" y=\"117.120731\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.039368\" xlink:href=\"#mfc2ba64fbf\" y=\"110.088677\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.632373\" xlink:href=\"#mfc2ba64fbf\" y=\"92.603994\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.225069\" xlink:href=\"#mfc2ba64fbf\" y=\"90.495588\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.595449\" xlink:href=\"#mfc2ba64fbf\" y=\"109.06194\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.454609\" xlink:href=\"#mfc2ba64fbf\" y=\"55.390915\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.533958\" xlink:href=\"#mfc2ba64fbf\" y=\"110.370811\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.920744\" xlink:href=\"#mfc2ba64fbf\" y=\"105.380255\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.392858\" xlink:href=\"#mfc2ba64fbf\" y=\"91.731259\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.849927\" xlink:href=\"#mfc2ba64fbf\" y=\"73.545031\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.267198\" xlink:href=\"#mfc2ba64fbf\" y=\"103.743951\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.527701\" xlink:href=\"#mfc2ba64fbf\" y=\"133.512629\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.901253\" xlink:href=\"#mfc2ba64fbf\" y=\"62.865421\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.6614\" xlink:href=\"#mfc2ba64fbf\" y=\"105.820716\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.760702\" xlink:href=\"#mfc2ba64fbf\" y=\"42.413598\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.568532\" xlink:href=\"#mfc2ba64fbf\" y=\"110.104416\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"183.990548\" xlink:href=\"#mfc2ba64fbf\" y=\"99.368044\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"251.481472\" xlink:href=\"#mfc2ba64fbf\" y=\"159.054864\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.840469\" xlink:href=\"#mfc2ba64fbf\" y=\"92.074671\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.231029\" xlink:href=\"#mfc2ba64fbf\" y=\"91.658793\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.848956\" xlink:href=\"#mfc2ba64fbf\" y=\"122.190388\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.253862\" xlink:href=\"#mfc2ba64fbf\" y=\"105.224541\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.846952\" xlink:href=\"#mfc2ba64fbf\" y=\"120.138971\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.507954\" xlink:href=\"#mfc2ba64fbf\" y=\"119.377756\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.768412\" xlink:href=\"#mfc2ba64fbf\" y=\"125.910195\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"207.450445\" xlink:href=\"#mfc2ba64fbf\" y=\"110.426972\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.301639\" xlink:href=\"#mfc2ba64fbf\" y=\"88.196239\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"223.324065\" xlink:href=\"#mfc2ba64fbf\" y=\"120.405872\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"229.354203\" xlink:href=\"#mfc2ba64fbf\" y=\"133.844273\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.982429\" xlink:href=\"#mfc2ba64fbf\" y=\"115.681379\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.482409\" xlink:href=\"#mfc2ba64fbf\" y=\"87.281708\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"244.462614\" xlink:href=\"#mfc2ba64fbf\" y=\"153.186971\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"243.200037\" xlink:href=\"#mfc2ba64fbf\" y=\"134.149667\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"232.749334\" xlink:href=\"#mfc2ba64fbf\" y=\"144.077879\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.615428\" xlink:href=\"#mfc2ba64fbf\" y=\"96.806019\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.112916\" xlink:href=\"#mfc2ba64fbf\" y=\"108.521058\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"209.916019\" xlink:href=\"#mfc2ba64fbf\" y=\"136.601343\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.048804\" xlink:href=\"#mfc2ba64fbf\" y=\"100.614871\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.825383\" xlink:href=\"#mfc2ba64fbf\" y=\"63.785878\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.101635\" xlink:href=\"#mfc2ba64fbf\" y=\"67.37389\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.682401\" xlink:href=\"#mfc2ba64fbf\" y=\"120.865997\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.685922\" xlink:href=\"#mfc2ba64fbf\" y=\"80.435628\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.534717\" xlink:href=\"#mfc2ba64fbf\" y=\"109.397526\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.87089\" xlink:href=\"#mfc2ba64fbf\" y=\"97.599518\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.572244\" xlink:href=\"#mfc2ba64fbf\" y=\"132.667214\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.940825\" xlink:href=\"#mfc2ba64fbf\" y=\"64.72952\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.476098\" xlink:href=\"#mfc2ba64fbf\" y=\"92.113358\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.42326\" xlink:href=\"#mfc2ba64fbf\" y=\"60.089246\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.382171\" xlink:href=\"#mfc2ba64fbf\" y=\"108.640082\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.542533\" xlink:href=\"#mfc2ba64fbf\" y=\"80.279698\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.514236\" xlink:href=\"#mfc2ba64fbf\" y=\"96.01548\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.284929\" xlink:href=\"#mfc2ba64fbf\" y=\"121.685201\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.836067\" xlink:href=\"#mfc2ba64fbf\" y=\"109.268787\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.067834\" xlink:href=\"#mfc2ba64fbf\" y=\"98.583465\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.288288\" xlink:href=\"#mfc2ba64fbf\" y=\"90.836\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.60248\" xlink:href=\"#mfc2ba64fbf\" y=\"73.881123\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.351097\" xlink:href=\"#mfc2ba64fbf\" y=\"103.843103\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.782552\" xlink:href=\"#mfc2ba64fbf\" y=\"121.086927\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.085939\" xlink:href=\"#mfc2ba64fbf\" y=\"94.738858\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.856233\" xlink:href=\"#mfc2ba64fbf\" y=\"59.803088\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"220.386712\" xlink:href=\"#mfc2ba64fbf\" y=\"106.55486\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.65316\" xlink:href=\"#mfc2ba64fbf\" y=\"100.228949\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.420608\" xlink:href=\"#mfc2ba64fbf\" y=\"96.577481\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.041424\" xlink:href=\"#mfc2ba64fbf\" y=\"87.746297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.16658\" xlink:href=\"#mfc2ba64fbf\" y=\"75.98334\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.259333\" xlink:href=\"#mfc2ba64fbf\" y=\"109.0821\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"236.569069\" xlink:href=\"#mfc2ba64fbf\" y=\"144.285742\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"227.802923\" xlink:href=\"#mfc2ba64fbf\" y=\"109.248539\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.28137\" xlink:href=\"#mfc2ba64fbf\" y=\"120.129566\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.352399\" xlink:href=\"#mfc2ba64fbf\" y=\"76.271292\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.851376\" xlink:href=\"#mfc2ba64fbf\" y=\"115.22535\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.236437\" xlink:href=\"#mfc2ba64fbf\" y=\"111.107843\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.282848\" xlink:href=\"#mfc2ba64fbf\" y=\"78.200567\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"207.316159\" xlink:href=\"#mfc2ba64fbf\" y=\"125.76906\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.254138\" xlink:href=\"#mfc2ba64fbf\" y=\"111.849612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.19222\" xlink:href=\"#mfc2ba64fbf\" y=\"136.14406\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.505144\" xlink:href=\"#mfc2ba64fbf\" y=\"64.792518\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.577403\" xlink:href=\"#mfc2ba64fbf\" y=\"101.256201\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.069762\" xlink:href=\"#mfc2ba64fbf\" y=\"62.103702\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.754979\" xlink:href=\"#mfc2ba64fbf\" y=\"124.585929\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.918856\" xlink:href=\"#mfc2ba64fbf\" y=\"92.541992\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.267008\" xlink:href=\"#mfc2ba64fbf\" y=\"82.63902\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.442896\" xlink:href=\"#mfc2ba64fbf\" y=\"88.357356\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"232.78554\" xlink:href=\"#mfc2ba64fbf\" y=\"122.419533\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.670588\" xlink:href=\"#mfc2ba64fbf\" y=\"88.155161\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.234355\" xlink:href=\"#mfc2ba64fbf\" y=\"98.637147\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.834118\" xlink:href=\"#mfc2ba64fbf\" y=\"62.788393\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.578922\" xlink:href=\"#mfc2ba64fbf\" y=\"122.293115\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"200.691726\" xlink:href=\"#mfc2ba64fbf\" y=\"131.826217\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.413808\" xlink:href=\"#mfc2ba64fbf\" y=\"93.843046\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.154611\" xlink:href=\"#mfc2ba64fbf\" y=\"116.264823\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.995597\" xlink:href=\"#mfc2ba64fbf\" y=\"96.473612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.466049\" xlink:href=\"#mfc2ba64fbf\" y=\"99.114115\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.818812\" xlink:href=\"#mfc2ba64fbf\" y=\"63.255039\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"216.758672\" xlink:href=\"#mfc2ba64fbf\" y=\"117.469557\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.494451\" xlink:href=\"#mfc2ba64fbf\" y=\"105.490678\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.652864\" xlink:href=\"#mfc2ba64fbf\" y=\"98.492154\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.629468\" xlink:href=\"#mfc2ba64fbf\" y=\"81.121339\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.512129\" xlink:href=\"#mfc2ba64fbf\" y=\"102.126765\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.7646\" xlink:href=\"#mfc2ba64fbf\" y=\"64.325872\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.84495\" xlink:href=\"#mfc2ba64fbf\" y=\"91.664376\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.160273\" xlink:href=\"#mfc2ba64fbf\" y=\"93.936402\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"230.776779\" xlink:href=\"#mfc2ba64fbf\" y=\"154.613675\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.004389\" xlink:href=\"#mfc2ba64fbf\" y=\"105.153467\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.038938\" xlink:href=\"#mfc2ba64fbf\" y=\"107.130659\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"253.786289\" xlink:href=\"#mfc2ba64fbf\" y=\"122.743458\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.875124\" xlink:href=\"#mfc2ba64fbf\" y=\"130.020429\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"225.65654\" xlink:href=\"#mfc2ba64fbf\" y=\"119.64731\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.828456\" xlink:href=\"#mfc2ba64fbf\" y=\"104.281542\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.57254\" xlink:href=\"#mfc2ba64fbf\" y=\"62.019535\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.138897\" xlink:href=\"#mfc2ba64fbf\" y=\"107.795233\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"222.069139\" xlink:href=\"#mfc2ba64fbf\" y=\"139.611422\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.733695\" xlink:href=\"#mfc2ba64fbf\" y=\"109.100966\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"200.831367\" xlink:href=\"#mfc2ba64fbf\" y=\"94.992242\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.01339\" xlink:href=\"#mfc2ba64fbf\" y=\"100.374539\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.355192\" xlink:href=\"#mfc2ba64fbf\" y=\"102.852645\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"208.947832\" xlink:href=\"#mfc2ba64fbf\" y=\"121.447929\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.78018\" xlink:href=\"#mfc2ba64fbf\" y=\"100.161351\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"230.953374\" xlink:href=\"#mfc2ba64fbf\" y=\"140.009057\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.011514\" xlink:href=\"#mfc2ba64fbf\" y=\"96.258846\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.848953\" xlink:href=\"#mfc2ba64fbf\" y=\"68.082075\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.764896\" xlink:href=\"#mfc2ba64fbf\" y=\"126.768344\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.898452\" xlink:href=\"#mfc2ba64fbf\" y=\"111.040119\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.039495\" xlink:href=\"#mfc2ba64fbf\" y=\"110.866626\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.951997\" xlink:href=\"#mfc2ba64fbf\" y=\"116.730333\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.833925\" xlink:href=\"#mfc2ba64fbf\" y=\"82.751197\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.538016\" xlink:href=\"#mfc2ba64fbf\" y=\"104.055564\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"210.616965\" xlink:href=\"#mfc2ba64fbf\" y=\"127.740982\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"227.705449\" xlink:href=\"#mfc2ba64fbf\" y=\"138.076081\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.431858\" xlink:href=\"#mfc2ba64fbf\" y=\"115.666374\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"203.636737\" xlink:href=\"#mfc2ba64fbf\" y=\"132.255656\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.885005\" xlink:href=\"#mfc2ba64fbf\" y=\"124.375888\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.362471\" xlink:href=\"#mfc2ba64fbf\" y=\"95.347377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.662257\" xlink:href=\"#mfc2ba64fbf\" y=\"82.132137\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.517849\" xlink:href=\"#mfc2ba64fbf\" y=\"137.603744\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.781967\" xlink:href=\"#mfc2ba64fbf\" y=\"107.515548\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.987113\" xlink:href=\"#mfc2ba64fbf\" y=\"122.426738\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"238.144558\" xlink:href=\"#mfc2ba64fbf\" y=\"134.842713\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.071646\" xlink:href=\"#mfc2ba64fbf\" y=\"94.470998\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.857805\" xlink:href=\"#mfc2ba64fbf\" y=\"125.295292\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"229.177436\" xlink:href=\"#mfc2ba64fbf\" y=\"141.134431\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.898979\" xlink:href=\"#mfc2ba64fbf\" y=\"80.932289\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"210.541268\" xlink:href=\"#mfc2ba64fbf\" y=\"122.168452\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.09778\" xlink:href=\"#mfc2ba64fbf\" y=\"90.31642\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.655828\" xlink:href=\"#mfc2ba64fbf\" y=\"92.882924\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.113021\" xlink:href=\"#mfc2ba64fbf\" y=\"132.157502\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.902655\" xlink:href=\"#mfc2ba64fbf\" y=\"122.702851\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"207.977364\" xlink:href=\"#mfc2ba64fbf\" y=\"108.876272\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.710672\" xlink:href=\"#mfc2ba64fbf\" y=\"101.62016\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.718218\" xlink:href=\"#mfc2ba64fbf\" y=\"120.38152\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.568116\" xlink:href=\"#mfc2ba64fbf\" y=\"129.862979\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.250932\" xlink:href=\"#mfc2ba64fbf\" y=\"108.681645\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"80.456933\" xlink:href=\"#mfc2ba64fbf\" y=\"60.961916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.468059\" xlink:href=\"#mfc2ba64fbf\" y=\"78.747483\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.414462\" xlink:href=\"#mfc2ba64fbf\" y=\"80.358551\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"196.432166\" xlink:href=\"#mfc2ba64fbf\" y=\"118.887635\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.053215\" xlink:href=\"#mfc2ba64fbf\" y=\"123.106031\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"220.501381\" xlink:href=\"#mfc2ba64fbf\" y=\"147.653971\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.145884\" xlink:href=\"#mfc2ba64fbf\" y=\"124.631702\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.492377\" xlink:href=\"#mfc2ba64fbf\" y=\"121.54026\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.937097\" xlink:href=\"#mfc2ba64fbf\" y=\"111.677089\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.625001\" xlink:href=\"#mfc2ba64fbf\" y=\"90.293464\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"235.452038\" xlink:href=\"#mfc2ba64fbf\" y=\"150.080109\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.856983\" xlink:href=\"#mfc2ba64fbf\" y=\"97.175048\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.824961\" xlink:href=\"#mfc2ba64fbf\" y=\"94.89575\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.769687\" xlink:href=\"#mfc2ba64fbf\" y=\"96.789156\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"217.690092\" xlink:href=\"#mfc2ba64fbf\" y=\"137.993932\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.160353\" xlink:href=\"#mfc2ba64fbf\" y=\"121.602219\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.721552\" xlink:href=\"#mfc2ba64fbf\" y=\"105.094329\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.578418\" xlink:href=\"#mfc2ba64fbf\" y=\"96.604179\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"229.468365\" xlink:href=\"#mfc2ba64fbf\" y=\"141.65139\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.116941\" xlink:href=\"#mfc2ba64fbf\" y=\"112.038552\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"215.742833\" xlink:href=\"#mfc2ba64fbf\" y=\"108.535214\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.596886\" xlink:href=\"#mfc2ba64fbf\" y=\"116.071122\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.229528\" xlink:href=\"#mfc2ba64fbf\" y=\"79.314281\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.556545\" xlink:href=\"#mfc2ba64fbf\" y=\"91.45871\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.497144\" xlink:href=\"#mfc2ba64fbf\" y=\"109.145932\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.194861\" xlink:href=\"#mfc2ba64fbf\" y=\"94.824321\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"226.083288\" xlink:href=\"#mfc2ba64fbf\" y=\"133.077122\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.405103\" xlink:href=\"#mfc2ba64fbf\" y=\"97.312779\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"258.307992\" xlink:href=\"#mfc2ba64fbf\" y=\"146.243258\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"223.645136\" xlink:href=\"#mfc2ba64fbf\" y=\"140.651394\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"202.592235\" xlink:href=\"#mfc2ba64fbf\" y=\"122.69821\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.62951\" xlink:href=\"#mfc2ba64fbf\" y=\"101.217913\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.698014\" xlink:href=\"#mfc2ba64fbf\" y=\"113.975322\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"207.435016\" xlink:href=\"#mfc2ba64fbf\" y=\"123.963347\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.810221\" xlink:href=\"#mfc2ba64fbf\" y=\"107.446061\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"242.790202\" xlink:href=\"#mfc2ba64fbf\" y=\"133.171221\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.071455\" xlink:href=\"#mfc2ba64fbf\" y=\"84.058994\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.1409\" xlink:href=\"#mfc2ba64fbf\" y=\"98.36767\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.501699\" xlink:href=\"#mfc2ba64fbf\" y=\"98.471369\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.502726\" xlink:href=\"#mfc2ba64fbf\" y=\"85.285741\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"241.469254\" xlink:href=\"#mfc2ba64fbf\" y=\"140.015853\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.978688\" xlink:href=\"#mfc2ba64fbf\" y=\"133.10722\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.777993\" xlink:href=\"#mfc2ba64fbf\" y=\"77.245276\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.390253\" xlink:href=\"#mfc2ba64fbf\" y=\"90.797495\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.672047\" xlink:href=\"#mfc2ba64fbf\" y=\"112.03866\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"218.967462\" xlink:href=\"#mfc2ba64fbf\" y=\"130.972533\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.471318\" xlink:href=\"#mfc2ba64fbf\" y=\"124.976387\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.426725\" xlink:href=\"#mfc2ba64fbf\" y=\"118.920761\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"215.629647\" xlink:href=\"#mfc2ba64fbf\" y=\"112.133205\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"242.080099\" xlink:href=\"#mfc2ba64fbf\" y=\"131.486453\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.761479\" xlink:href=\"#mfc2ba64fbf\" y=\"59.280613\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.289109\" xlink:href=\"#mfc2ba64fbf\" y=\"53.800657\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.754439\" xlink:href=\"#mfc2ba64fbf\" y=\"93.843145\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.369709\" xlink:href=\"#mfc2ba64fbf\" y=\"84.991752\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.116458\" xlink:href=\"#mfc2ba64fbf\" y=\"106.305064\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.839167\" xlink:href=\"#mfc2ba64fbf\" y=\"101.705224\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"221.988544\" xlink:href=\"#mfc2ba64fbf\" y=\"122.889877\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"246.034074\" xlink:href=\"#mfc2ba64fbf\" y=\"125.241958\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.784397\" xlink:href=\"#mfc2ba64fbf\" y=\"105.304928\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.392015\" xlink:href=\"#mfc2ba64fbf\" y=\"93.034038\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.241707\" xlink:href=\"#mfc2ba64fbf\" y=\"103.516972\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.965111\" xlink:href=\"#mfc2ba64fbf\" y=\"123.079986\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.971583\" xlink:href=\"#mfc2ba64fbf\" y=\"131.887943\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"210.80995\" xlink:href=\"#mfc2ba64fbf\" y=\"133.335583\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.043183\" xlink:href=\"#mfc2ba64fbf\" y=\"65.661409\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.776637\" xlink:href=\"#mfc2ba64fbf\" y=\"89.884226\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.74532\" xlink:href=\"#mfc2ba64fbf\" y=\"84.013381\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.123963\" xlink:href=\"#mfc2ba64fbf\" y=\"67.886629\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.295248\" xlink:href=\"#mfc2ba64fbf\" y=\"89.758242\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.968884\" xlink:href=\"#mfc2ba64fbf\" y=\"92.109888\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.685682\" xlink:href=\"#mfc2ba64fbf\" y=\"115.802375\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.691366\" xlink:href=\"#mfc2ba64fbf\" y=\"71.277048\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"246.732238\" xlink:href=\"#mfc2ba64fbf\" y=\"165.615406\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.425653\" xlink:href=\"#mfc2ba64fbf\" y=\"126.29377\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"282.705445\" xlink:href=\"#mfc2ba64fbf\" y=\"162.799393\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"231.260459\" xlink:href=\"#mfc2ba64fbf\" y=\"118.563605\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.583907\" xlink:href=\"#mfc2ba64fbf\" y=\"124.187277\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.724064\" xlink:href=\"#mfc2ba64fbf\" y=\"99.461777\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.226895\" xlink:href=\"#mfc2ba64fbf\" y=\"108.043371\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.328948\" xlink:href=\"#mfc2ba64fbf\" y=\"123.842699\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.856047\" xlink:href=\"#mfc2ba64fbf\" y=\"114.06434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.307684\" xlink:href=\"#mfc2ba64fbf\" y=\"91.123519\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.195371\" xlink:href=\"#mfc2ba64fbf\" y=\"108.999293\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.265521\" xlink:href=\"#mfc2ba64fbf\" y=\"92.442945\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"252.899745\" xlink:href=\"#mfc2ba64fbf\" y=\"166.285773\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.768792\" xlink:href=\"#mfc2ba64fbf\" y=\"108.171363\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.106008\" xlink:href=\"#mfc2ba64fbf\" y=\"103.869981\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.613037\" xlink:href=\"#mfc2ba64fbf\" y=\"79.800457\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"86.208106\" xlink:href=\"#mfc2ba64fbf\" y=\"62.841066\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.919935\" xlink:href=\"#mfc2ba64fbf\" y=\"126.974636\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.470792\" xlink:href=\"#mfc2ba64fbf\" y=\"95.577527\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.581168\" xlink:href=\"#mfc2ba64fbf\" y=\"136.395808\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.655963\" xlink:href=\"#mfc2ba64fbf\" y=\"93.350229\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.472306\" xlink:href=\"#mfc2ba64fbf\" y=\"94.642115\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.741428\" xlink:href=\"#mfc2ba64fbf\" y=\"107.381649\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.750993\" xlink:href=\"#mfc2ba64fbf\" y=\"140.400911\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.893695\" xlink:href=\"#mfc2ba64fbf\" y=\"88.367003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"230.786972\" xlink:href=\"#mfc2ba64fbf\" y=\"139.884951\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.289269\" xlink:href=\"#mfc2ba64fbf\" y=\"115.617135\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"199.008516\" xlink:href=\"#mfc2ba64fbf\" y=\"101.872524\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.405123\" xlink:href=\"#mfc2ba64fbf\" y=\"70.596131\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.858952\" xlink:href=\"#mfc2ba64fbf\" y=\"120.233931\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.693383\" xlink:href=\"#mfc2ba64fbf\" y=\"84.287789\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"272.817496\" xlink:href=\"#mfc2ba64fbf\" y=\"179.462647\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"238.041161\" xlink:href=\"#mfc2ba64fbf\" y=\"134.786481\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.502428\" xlink:href=\"#mfc2ba64fbf\" y=\"87.4214\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.382623\" xlink:href=\"#mfc2ba64fbf\" y=\"141.584406\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"209.957254\" xlink:href=\"#mfc2ba64fbf\" y=\"131.666062\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.179449\" xlink:href=\"#mfc2ba64fbf\" y=\"116.87861\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"196.098919\" xlink:href=\"#mfc2ba64fbf\" y=\"106.184143\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"269.659543\" xlink:href=\"#mfc2ba64fbf\" y=\"150.476106\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.907472\" xlink:href=\"#mfc2ba64fbf\" y=\"66.095901\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.735668\" xlink:href=\"#mfc2ba64fbf\" y=\"102.432415\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"215.550991\" xlink:href=\"#mfc2ba64fbf\" y=\"137.378033\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.986062\" xlink:href=\"#mfc2ba64fbf\" y=\"69.354695\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.613007\" xlink:href=\"#mfc2ba64fbf\" y=\"80.171567\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"200.799242\" xlink:href=\"#mfc2ba64fbf\" y=\"109.217799\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.992011\" xlink:href=\"#mfc2ba64fbf\" y=\"112.366884\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.865589\" xlink:href=\"#mfc2ba64fbf\" y=\"90.858053\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.483971\" xlink:href=\"#mfc2ba64fbf\" y=\"86.616856\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.667554\" xlink:href=\"#mfc2ba64fbf\" y=\"65.776951\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.850495\" xlink:href=\"#mfc2ba64fbf\" y=\"129.184534\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.822459\" xlink:href=\"#mfc2ba64fbf\" y=\"124.087722\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.141308\" xlink:href=\"#mfc2ba64fbf\" y=\"101.113797\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.165671\" xlink:href=\"#mfc2ba64fbf\" y=\"96.84787\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.800241\" xlink:href=\"#mfc2ba64fbf\" y=\"35.283609\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.732097\" xlink:href=\"#mfc2ba64fbf\" y=\"120.093044\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.216637\" xlink:href=\"#mfc2ba64fbf\" y=\"70.008561\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"218.72846\" xlink:href=\"#mfc2ba64fbf\" y=\"116.535955\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.847164\" xlink:href=\"#mfc2ba64fbf\" y=\"86.098568\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.059323\" xlink:href=\"#mfc2ba64fbf\" y=\"61.807282\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"212.004026\" xlink:href=\"#mfc2ba64fbf\" y=\"128.408259\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.422745\" xlink:href=\"#mfc2ba64fbf\" y=\"80.240033\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"183.694761\" xlink:href=\"#mfc2ba64fbf\" y=\"106.806439\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"202.350501\" xlink:href=\"#mfc2ba64fbf\" y=\"119.066705\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.214325\" xlink:href=\"#mfc2ba64fbf\" y=\"93.762408\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"249.768494\" xlink:href=\"#mfc2ba64fbf\" y=\"141.40128\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.394511\" xlink:href=\"#mfc2ba64fbf\" y=\"76.673511\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.363122\" xlink:href=\"#mfc2ba64fbf\" y=\"87.568595\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.348641\" xlink:href=\"#mfc2ba64fbf\" y=\"98.707411\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"209.86598\" xlink:href=\"#mfc2ba64fbf\" y=\"123.175585\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"226.969036\" xlink:href=\"#mfc2ba64fbf\" y=\"135.236801\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.257569\" xlink:href=\"#mfc2ba64fbf\" y=\"106.129375\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.601195\" xlink:href=\"#mfc2ba64fbf\" y=\"117.66104\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.481501\" xlink:href=\"#mfc2ba64fbf\" y=\"98.198372\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.283816\" xlink:href=\"#mfc2ba64fbf\" y=\"152.632199\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"199.870687\" xlink:href=\"#mfc2ba64fbf\" y=\"124.577481\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.590812\" xlink:href=\"#mfc2ba64fbf\" y=\"77.261193\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.770127\" xlink:href=\"#mfc2ba64fbf\" y=\"150.950124\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.03256\" xlink:href=\"#mfc2ba64fbf\" y=\"130.40245\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.402655\" xlink:href=\"#mfc2ba64fbf\" y=\"82.90774\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.476469\" xlink:href=\"#mfc2ba64fbf\" y=\"81.056108\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"227.310484\" xlink:href=\"#mfc2ba64fbf\" y=\"122.731708\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.143654\" xlink:href=\"#mfc2ba64fbf\" y=\"94.567834\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.388698\" xlink:href=\"#mfc2ba64fbf\" y=\"111.009631\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.164163\" xlink:href=\"#mfc2ba64fbf\" y=\"119.276919\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.92063\" xlink:href=\"#mfc2ba64fbf\" y=\"96.353053\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.869998\" xlink:href=\"#mfc2ba64fbf\" y=\"81.301562\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"183.393386\" xlink:href=\"#mfc2ba64fbf\" y=\"113.944093\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.089549\" xlink:href=\"#mfc2ba64fbf\" y=\"114.279339\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.091158\" xlink:href=\"#mfc2ba64fbf\" y=\"86.920071\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.85547\" xlink:href=\"#mfc2ba64fbf\" y=\"109.597248\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.530308\" xlink:href=\"#mfc2ba64fbf\" y=\"95.914515\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"196.724395\" xlink:href=\"#mfc2ba64fbf\" y=\"113.958272\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.003221\" xlink:href=\"#mfc2ba64fbf\" y=\"97.722319\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"266.867951\" xlink:href=\"#mfc2ba64fbf\" y=\"156.594515\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.526251\" xlink:href=\"#mfc2ba64fbf\" y=\"110.343345\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.167654\" xlink:href=\"#mfc2ba64fbf\" y=\"106.059706\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.352206\" xlink:href=\"#mfc2ba64fbf\" y=\"72.178187\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.732798\" xlink:href=\"#mfc2ba64fbf\" y=\"77.998978\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.655165\" xlink:href=\"#mfc2ba64fbf\" y=\"87.806274\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"203.303077\" xlink:href=\"#mfc2ba64fbf\" y=\"129.615136\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.483721\" xlink:href=\"#mfc2ba64fbf\" y=\"118.729389\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.328408\" xlink:href=\"#mfc2ba64fbf\" y=\"109.550347\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.587994\" xlink:href=\"#mfc2ba64fbf\" y=\"119.872272\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.220507\" xlink:href=\"#mfc2ba64fbf\" y=\"124.177405\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"246.103986\" xlink:href=\"#mfc2ba64fbf\" y=\"152.341411\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.446257\" xlink:href=\"#mfc2ba64fbf\" y=\"87.992002\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.385103\" xlink:href=\"#mfc2ba64fbf\" y=\"87.664342\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.653107\" xlink:href=\"#mfc2ba64fbf\" y=\"118.33175\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.429854\" xlink:href=\"#mfc2ba64fbf\" y=\"116.709574\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.416024\" xlink:href=\"#mfc2ba64fbf\" y=\"86.443103\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.544793\" xlink:href=\"#mfc2ba64fbf\" y=\"99.716393\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.6207\" xlink:href=\"#mfc2ba64fbf\" y=\"128.889354\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.320042\" xlink:href=\"#mfc2ba64fbf\" y=\"87.014998\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.023639\" xlink:href=\"#mfc2ba64fbf\" y=\"94.901454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.709856\" xlink:href=\"#mfc2ba64fbf\" y=\"121.041152\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"231.710341\" xlink:href=\"#mfc2ba64fbf\" y=\"111.542386\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.187348\" xlink:href=\"#mfc2ba64fbf\" y=\"115.210773\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.705527\" xlink:href=\"#mfc2ba64fbf\" y=\"136.488689\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.081793\" xlink:href=\"#mfc2ba64fbf\" y=\"117.011062\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.625871\" xlink:href=\"#mfc2ba64fbf\" y=\"79.442479\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.98815\" xlink:href=\"#mfc2ba64fbf\" y=\"86.631983\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.914465\" xlink:href=\"#mfc2ba64fbf\" y=\"72.006816\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.920354\" xlink:href=\"#mfc2ba64fbf\" y=\"120.524295\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"199.16735\" xlink:href=\"#mfc2ba64fbf\" y=\"115.096681\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.872111\" xlink:href=\"#mfc2ba64fbf\" y=\"71.285931\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.279256\" xlink:href=\"#mfc2ba64fbf\" y=\"150.574345\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.339972\" xlink:href=\"#mfc2ba64fbf\" y=\"72.486831\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"235.291723\" xlink:href=\"#mfc2ba64fbf\" y=\"148.659115\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"240.438348\" xlink:href=\"#mfc2ba64fbf\" y=\"130.231073\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.70981\" xlink:href=\"#mfc2ba64fbf\" y=\"132.782473\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.457526\" xlink:href=\"#mfc2ba64fbf\" y=\"146.609054\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.021016\" xlink:href=\"#mfc2ba64fbf\" y=\"143.217708\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"217.281603\" xlink:href=\"#mfc2ba64fbf\" y=\"153.142475\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"214.038943\" xlink:href=\"#mfc2ba64fbf\" y=\"132.697467\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.929682\" xlink:href=\"#mfc2ba64fbf\" y=\"139.603421\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.500864\" xlink:href=\"#mfc2ba64fbf\" y=\"113.271612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"229.35251\" xlink:href=\"#mfc2ba64fbf\" y=\"133.478039\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.136105\" xlink:href=\"#mfc2ba64fbf\" y=\"48.194545\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.480954\" xlink:href=\"#mfc2ba64fbf\" y=\"84.834788\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"247.194467\" xlink:href=\"#mfc2ba64fbf\" y=\"151.443585\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.753243\" xlink:href=\"#mfc2ba64fbf\" y=\"75.961652\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.272717\" xlink:href=\"#mfc2ba64fbf\" y=\"117.156317\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.771709\" xlink:href=\"#mfc2ba64fbf\" y=\"92.584205\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.914545\" xlink:href=\"#mfc2ba64fbf\" y=\"94.121737\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.98392\" xlink:href=\"#mfc2ba64fbf\" y=\"90.037639\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.774786\" xlink:href=\"#mfc2ba64fbf\" y=\"105.383128\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"251.909476\" xlink:href=\"#mfc2ba64fbf\" y=\"131.637484\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.680552\" xlink:href=\"#mfc2ba64fbf\" y=\"102.719272\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.422889\" xlink:href=\"#mfc2ba64fbf\" y=\"127.076666\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.720042\" xlink:href=\"#mfc2ba64fbf\" y=\"130.35014\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.901884\" xlink:href=\"#mfc2ba64fbf\" y=\"111.945761\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.838776\" xlink:href=\"#mfc2ba64fbf\" y=\"108.074007\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"295.15839\" xlink:href=\"#mfc2ba64fbf\" y=\"166.686742\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.479139\" xlink:href=\"#mfc2ba64fbf\" y=\"68.413564\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.016978\" xlink:href=\"#mfc2ba64fbf\" y=\"108.753452\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"217.788398\" xlink:href=\"#mfc2ba64fbf\" y=\"111.668391\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.944509\" xlink:href=\"#mfc2ba64fbf\" y=\"119.43939\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"210.797796\" xlink:href=\"#mfc2ba64fbf\" y=\"129.645988\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.125154\" xlink:href=\"#mfc2ba64fbf\" y=\"83.985037\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.293318\" xlink:href=\"#mfc2ba64fbf\" y=\"76.154506\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.720069\" xlink:href=\"#mfc2ba64fbf\" y=\"91.63893\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.528558\" xlink:href=\"#mfc2ba64fbf\" y=\"76.02147\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.424099\" xlink:href=\"#mfc2ba64fbf\" y=\"92.790261\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"251.618302\" xlink:href=\"#mfc2ba64fbf\" y=\"142.656821\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.25192\" xlink:href=\"#mfc2ba64fbf\" y=\"129.666791\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.670859\" xlink:href=\"#mfc2ba64fbf\" y=\"92.947218\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.599109\" xlink:href=\"#mfc2ba64fbf\" y=\"99.209652\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"199.619204\" xlink:href=\"#mfc2ba64fbf\" y=\"113.527898\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.171811\" xlink:href=\"#mfc2ba64fbf\" y=\"115.983932\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.496057\" xlink:href=\"#mfc2ba64fbf\" y=\"106.665095\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.260787\" xlink:href=\"#mfc2ba64fbf\" y=\"131.881888\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.017918\" xlink:href=\"#mfc2ba64fbf\" y=\"110.083764\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.822979\" xlink:href=\"#mfc2ba64fbf\" y=\"85.818943\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"221.021646\" xlink:href=\"#mfc2ba64fbf\" y=\"132.217168\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"220.15188\" xlink:href=\"#mfc2ba64fbf\" y=\"126.653286\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.620437\" xlink:href=\"#mfc2ba64fbf\" y=\"93.487898\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.163666\" xlink:href=\"#mfc2ba64fbf\" y=\"85.392378\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.603004\" xlink:href=\"#mfc2ba64fbf\" y=\"75.431982\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.336615\" xlink:href=\"#mfc2ba64fbf\" y=\"82.727641\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.12492\" xlink:href=\"#mfc2ba64fbf\" y=\"121.699654\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"215.251593\" xlink:href=\"#mfc2ba64fbf\" y=\"124.676436\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.994815\" xlink:href=\"#mfc2ba64fbf\" y=\"103.870195\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.795289\" xlink:href=\"#mfc2ba64fbf\" y=\"85.795346\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.215005\" xlink:href=\"#mfc2ba64fbf\" y=\"149.23635\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.473964\" xlink:href=\"#mfc2ba64fbf\" y=\"141.87165\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.376039\" xlink:href=\"#mfc2ba64fbf\" y=\"79.593739\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"78.45461\" xlink:href=\"#mfc2ba64fbf\" y=\"18.743023\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.259324\" xlink:href=\"#mfc2ba64fbf\" y=\"85.624854\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.040503\" xlink:href=\"#mfc2ba64fbf\" y=\"61.013903\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.416407\" xlink:href=\"#mfc2ba64fbf\" y=\"97.357547\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.74317\" xlink:href=\"#mfc2ba64fbf\" y=\"101.953895\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"215.571555\" xlink:href=\"#mfc2ba64fbf\" y=\"126.410696\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.490102\" xlink:href=\"#mfc2ba64fbf\" y=\"119.953687\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"223.870198\" xlink:href=\"#mfc2ba64fbf\" y=\"114.82127\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"229.776116\" xlink:href=\"#mfc2ba64fbf\" y=\"142.692565\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.070578\" xlink:href=\"#mfc2ba64fbf\" y=\"78.048255\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.838392\" xlink:href=\"#mfc2ba64fbf\" y=\"75.076615\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"245.205531\" xlink:href=\"#mfc2ba64fbf\" y=\"120.007811\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.920139\" xlink:href=\"#mfc2ba64fbf\" y=\"133.869426\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.074629\" xlink:href=\"#mfc2ba64fbf\" y=\"90.544411\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"218.031603\" xlink:href=\"#mfc2ba64fbf\" y=\"116.790617\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"200.300714\" xlink:href=\"#mfc2ba64fbf\" y=\"126.308374\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.05711\" xlink:href=\"#mfc2ba64fbf\" y=\"87.593336\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"94.331619\" xlink:href=\"#mfc2ba64fbf\" y=\"56.93974\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.658303\" xlink:href=\"#mfc2ba64fbf\" y=\"127.312857\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"218.596179\" xlink:href=\"#mfc2ba64fbf\" y=\"128.063033\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"221.94147\" xlink:href=\"#mfc2ba64fbf\" y=\"121.281699\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.987\" xlink:href=\"#mfc2ba64fbf\" y=\"114.17355\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.311293\" xlink:href=\"#mfc2ba64fbf\" y=\"103.411395\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"232.353017\" xlink:href=\"#mfc2ba64fbf\" y=\"129.313664\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"200.549444\" xlink:href=\"#mfc2ba64fbf\" y=\"134.489658\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.485992\" xlink:href=\"#mfc2ba64fbf\" y=\"102.904005\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"71.212835\" xlink:href=\"#mfc2ba64fbf\" y=\"38.540745\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"246.54121\" xlink:href=\"#mfc2ba64fbf\" y=\"149.253961\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.075048\" xlink:href=\"#mfc2ba64fbf\" y=\"113.592293\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.571771\" xlink:href=\"#mfc2ba64fbf\" y=\"109.790081\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.449037\" xlink:href=\"#mfc2ba64fbf\" y=\"73.482936\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.365405\" xlink:href=\"#mfc2ba64fbf\" y=\"91.505269\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.136904\" xlink:href=\"#mfc2ba64fbf\" y=\"120.233633\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.509692\" xlink:href=\"#mfc2ba64fbf\" y=\"94.913318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.374429\" xlink:href=\"#mfc2ba64fbf\" y=\"108.049186\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.009814\" xlink:href=\"#mfc2ba64fbf\" y=\"68.287679\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.346867\" xlink:href=\"#mfc2ba64fbf\" y=\"118.363979\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.659326\" xlink:href=\"#mfc2ba64fbf\" y=\"112.776145\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.871048\" xlink:href=\"#mfc2ba64fbf\" y=\"115.696573\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.177633\" xlink:href=\"#mfc2ba64fbf\" y=\"85.502075\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.015218\" xlink:href=\"#mfc2ba64fbf\" y=\"99.256641\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"240.809162\" xlink:href=\"#mfc2ba64fbf\" y=\"137.795471\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.22159\" xlink:href=\"#mfc2ba64fbf\" y=\"100.701129\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.943878\" xlink:href=\"#mfc2ba64fbf\" y=\"74.845797\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.210437\" xlink:href=\"#mfc2ba64fbf\" y=\"97.232775\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.443654\" xlink:href=\"#mfc2ba64fbf\" y=\"133.388113\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.193103\" xlink:href=\"#mfc2ba64fbf\" y=\"71.010395\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"225.084808\" xlink:href=\"#mfc2ba64fbf\" y=\"130.141141\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.565227\" xlink:href=\"#mfc2ba64fbf\" y=\"69.476002\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.411048\" xlink:href=\"#mfc2ba64fbf\" y=\"86.707354\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.241896\" xlink:href=\"#mfc2ba64fbf\" y=\"86.982247\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"280.196802\" xlink:href=\"#mfc2ba64fbf\" y=\"180.979379\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.400045\" xlink:href=\"#mfc2ba64fbf\" y=\"119.199901\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.184693\" xlink:href=\"#mfc2ba64fbf\" y=\"84.21815\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"255.519878\" xlink:href=\"#mfc2ba64fbf\" y=\"187.50426\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"214.052256\" xlink:href=\"#mfc2ba64fbf\" y=\"112.814327\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.858959\" xlink:href=\"#mfc2ba64fbf\" y=\"95.1812\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.428913\" xlink:href=\"#mfc2ba64fbf\" y=\"62.278821\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"183.0347\" xlink:href=\"#mfc2ba64fbf\" y=\"104.536244\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.017778\" xlink:href=\"#mfc2ba64fbf\" y=\"128.577722\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.636815\" xlink:href=\"#mfc2ba64fbf\" y=\"84.76703\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.673017\" xlink:href=\"#mfc2ba64fbf\" y=\"80.795059\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.915341\" xlink:href=\"#mfc2ba64fbf\" y=\"105.080747\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.976655\" xlink:href=\"#mfc2ba64fbf\" y=\"92.064511\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.153258\" xlink:href=\"#mfc2ba64fbf\" y=\"98.046762\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.45556\" xlink:href=\"#mfc2ba64fbf\" y=\"118.672893\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"217.664425\" xlink:href=\"#mfc2ba64fbf\" y=\"119.400065\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.893541\" xlink:href=\"#mfc2ba64fbf\" y=\"115.191477\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.990737\" xlink:href=\"#mfc2ba64fbf\" y=\"71.078416\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"208.899747\" xlink:href=\"#mfc2ba64fbf\" y=\"142.819702\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.170588\" xlink:href=\"#mfc2ba64fbf\" y=\"120.561297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.078955\" xlink:href=\"#mfc2ba64fbf\" y=\"120.14875\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.40588\" xlink:href=\"#mfc2ba64fbf\" y=\"102.353358\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.15667\" xlink:href=\"#mfc2ba64fbf\" y=\"89.429392\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.524855\" xlink:href=\"#mfc2ba64fbf\" y=\"146.757774\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.359433\" xlink:href=\"#mfc2ba64fbf\" y=\"125.392894\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.875282\" xlink:href=\"#mfc2ba64fbf\" y=\"127.66687\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"255.292323\" xlink:href=\"#mfc2ba64fbf\" y=\"171.930498\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.014794\" xlink:href=\"#mfc2ba64fbf\" y=\"81.781892\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.518636\" xlink:href=\"#mfc2ba64fbf\" y=\"119.368978\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.123599\" xlink:href=\"#mfc2ba64fbf\" y=\"86.242176\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.042462\" xlink:href=\"#mfc2ba64fbf\" y=\"101.870712\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.654624\" xlink:href=\"#mfc2ba64fbf\" y=\"96.598467\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.521977\" xlink:href=\"#mfc2ba64fbf\" y=\"64.343125\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.777089\" xlink:href=\"#mfc2ba64fbf\" y=\"144.137886\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"227.525496\" xlink:href=\"#mfc2ba64fbf\" y=\"142.486727\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.741147\" xlink:href=\"#mfc2ba64fbf\" y=\"118.835866\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.58252\" xlink:href=\"#mfc2ba64fbf\" y=\"87.410107\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.373256\" xlink:href=\"#mfc2ba64fbf\" y=\"124.258399\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"275.253566\" xlink:href=\"#mfc2ba64fbf\" y=\"157.210094\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.985608\" xlink:href=\"#mfc2ba64fbf\" y=\"86.753223\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.127608\" xlink:href=\"#mfc2ba64fbf\" y=\"99.748582\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.823035\" xlink:href=\"#mfc2ba64fbf\" y=\"56.91854\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.216787\" xlink:href=\"#mfc2ba64fbf\" y=\"81.829908\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.875866\" xlink:href=\"#mfc2ba64fbf\" y=\"123.159949\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.843454\" xlink:href=\"#mfc2ba64fbf\" y=\"119.380177\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"223.750621\" xlink:href=\"#mfc2ba64fbf\" y=\"126.405494\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"235.363558\" xlink:href=\"#mfc2ba64fbf\" y=\"116.690605\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.636288\" xlink:href=\"#mfc2ba64fbf\" y=\"90.886162\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.175137\" xlink:href=\"#mfc2ba64fbf\" y=\"57.062142\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.916097\" xlink:href=\"#mfc2ba64fbf\" y=\"83.394367\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.214823\" xlink:href=\"#mfc2ba64fbf\" y=\"102.397486\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.064902\" xlink:href=\"#mfc2ba64fbf\" y=\"141.319207\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.583237\" xlink:href=\"#mfc2ba64fbf\" y=\"115.199618\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.6067\" xlink:href=\"#mfc2ba64fbf\" y=\"98.234312\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.147345\" xlink:href=\"#mfc2ba64fbf\" y=\"106.601432\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.179367\" xlink:href=\"#mfc2ba64fbf\" y=\"112.580205\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.985948\" xlink:href=\"#mfc2ba64fbf\" y=\"96.463225\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.985939\" xlink:href=\"#mfc2ba64fbf\" y=\"116.228737\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.312214\" xlink:href=\"#mfc2ba64fbf\" y=\"88.158711\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.968733\" xlink:href=\"#mfc2ba64fbf\" y=\"91.136407\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"196.029659\" xlink:href=\"#mfc2ba64fbf\" y=\"106.934631\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.802842\" xlink:href=\"#mfc2ba64fbf\" y=\"120.277756\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.080852\" xlink:href=\"#mfc2ba64fbf\" y=\"85.384736\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.851785\" xlink:href=\"#mfc2ba64fbf\" y=\"117.900254\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.985648\" xlink:href=\"#mfc2ba64fbf\" y=\"97.593202\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"41.725985\" xlink:href=\"#mfc2ba64fbf\" y=\"26.243986\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.349564\" xlink:href=\"#mfc2ba64fbf\" y=\"56.962102\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.886762\" xlink:href=\"#mfc2ba64fbf\" y=\"84.327166\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"196.266006\" xlink:href=\"#mfc2ba64fbf\" y=\"81.055316\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"269.1875\" xlink:href=\"#mfc2ba64fbf\" y=\"152.487267\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.010766\" xlink:href=\"#mfc2ba64fbf\" y=\"93.061674\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"183.866892\" xlink:href=\"#mfc2ba64fbf\" y=\"100.454775\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.313767\" xlink:href=\"#mfc2ba64fbf\" y=\"129.594773\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.355362\" xlink:href=\"#mfc2ba64fbf\" y=\"137.920491\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.455994\" xlink:href=\"#mfc2ba64fbf\" y=\"110.352926\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.730949\" xlink:href=\"#mfc2ba64fbf\" y=\"96.785117\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"216.02306\" xlink:href=\"#mfc2ba64fbf\" y=\"136.653615\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.168781\" xlink:href=\"#mfc2ba64fbf\" y=\"126.55866\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.432429\" xlink:href=\"#mfc2ba64fbf\" y=\"137.054024\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.558691\" xlink:href=\"#mfc2ba64fbf\" y=\"121.379754\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.337198\" xlink:href=\"#mfc2ba64fbf\" y=\"130.437334\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.783957\" xlink:href=\"#mfc2ba64fbf\" y=\"122.857492\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.260152\" xlink:href=\"#mfc2ba64fbf\" y=\"116.768251\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"231.799962\" xlink:href=\"#mfc2ba64fbf\" y=\"174.002237\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.465541\" xlink:href=\"#mfc2ba64fbf\" y=\"99.447571\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.940176\" xlink:href=\"#mfc2ba64fbf\" y=\"92.206826\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.813095\" xlink:href=\"#mfc2ba64fbf\" y=\"113.78893\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.921081\" xlink:href=\"#mfc2ba64fbf\" y=\"113.633193\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.127985\" xlink:href=\"#mfc2ba64fbf\" y=\"103.480332\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.049655\" xlink:href=\"#mfc2ba64fbf\" y=\"106.686703\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.435389\" xlink:href=\"#mfc2ba64fbf\" y=\"114.071608\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.780673\" xlink:href=\"#mfc2ba64fbf\" y=\"84.297847\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"217.29643\" xlink:href=\"#mfc2ba64fbf\" y=\"122.567833\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.152114\" xlink:href=\"#mfc2ba64fbf\" y=\"78.581525\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.139554\" xlink:href=\"#mfc2ba64fbf\" y=\"86.102561\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.739295\" xlink:href=\"#mfc2ba64fbf\" y=\"126.520284\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.053435\" xlink:href=\"#mfc2ba64fbf\" y=\"76.405212\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"203.782655\" xlink:href=\"#mfc2ba64fbf\" y=\"87.08079\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.156423\" xlink:href=\"#mfc2ba64fbf\" y=\"105.548501\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.588912\" xlink:href=\"#mfc2ba64fbf\" y=\"101.534401\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"227.52117\" xlink:href=\"#mfc2ba64fbf\" y=\"125.22194\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m92405c965b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"58.657366\" xlink:href=\"#m92405c965b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −3 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(51.286272 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"98.894976\" xlink:href=\"#m92405c965b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- −2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(91.523882 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.132585\" xlink:href=\"#m92405c965b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- −1 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(131.761492 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"179.370195\" xlink:href=\"#m92405c965b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(176.188945 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"219.607805\" xlink:href=\"#m92405c965b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 1 -->\n      <g transform=\"translate(216.426555 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"259.845414\" xlink:href=\"#m92405c965b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 2 -->\n      <g transform=\"translate(256.664164 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"300.083024\" xlink:href=\"#m92405c965b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 3 -->\n      <g transform=\"translate(296.901774 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m799858855a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m799858855a\" y=\"166.757532\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- −5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(7.2 170.556751)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m799858855a\" y=\"134.32511\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0 -->\n      <g transform=\"translate(15.579687 138.124328)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m799858855a\" y=\"101.892687\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 5 -->\n      <g transform=\"translate(15.579687 105.691906)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m799858855a\" y=\"69.460265\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 10 -->\n      <g transform=\"translate(9.217187 73.259484)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m799858855a\" y=\"37.027843\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 15 -->\n      <g transform=\"translate(9.217187 40.827062)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 28.942187 197.46 \nL 28.942187 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 307.942187 197.46 \nL 307.942187 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 28.942187 197.46 \nL 307.942187 197.46 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 28.942187 7.2 \nL 307.942187 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p00012c8576\">\n   <rect height=\"190.26\" width=\"279\" x=\"28.942187\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n"
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e6IY5jdMOaee",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def data_iter(batch_size, features, labels):\n",
        "    num_examples = len(features)\n",
        "    indices = list(range(num_examples))\n",
        "    random.shuffle(indices)\n",
        "    for i in range(0, num_examples, batch_size):\n",
        "        j = nd.array(indices[i: min(i + batch_size, num_examples)])\n",
        "        yield features.take(j), labels.take(j)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_SNdGAZZRcvP",
        "colab_type": "code",
        "outputId": "c599e0a0-4adc-4fab-9dbc-387d22eb0b43",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "batch_size = 10 \n",
        "\n",
        "for X, y in data_iter(batch_size, features, labels):\n",
        "    print(X, y)\n",
        "    break "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[[-0.7259541   0.9109106 ]\n",
            " [ 0.18945862  2.382929  ]\n",
            " [-1.5175179   0.66342676]\n",
            " [ 0.45644096 -0.41080287]\n",
            " [ 0.11411911  0.671785  ]\n",
            " [-0.43482396 -0.30326208]\n",
            " [ 0.3696369   0.2696083 ]\n",
            " [-1.901856    0.41127837]\n",
            " [-0.40540498  1.3540168 ]\n",
            " [-0.38995364  0.44158444]]\n",
            "<NDArray 10x2 @cpu(0)> \n",
            "[-0.35897803 -3.5281029  -1.078257    6.5136113   2.1464863   4.3575845\n",
            "  4.0321527  -0.99298435 -1.2133447   1.917245  ]\n",
            "<NDArray 10 @cpu(0)>\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pnER_CgiR2B3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "w = nd.random.normal(scale=0.01, shape=(num_inputs, 1))\n",
        "b = nd.zeros(shape=(1,))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JIDsGr5mSCXS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "w.attach_grad()\n",
        "b.attach_grad()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s9AqwPMCSFGC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def linreg(X, w, b):\n",
        "    return nd.dot(X, w) + b "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DKAE_oIiSU1V",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def squared_loss(y_hat, y):\n",
        "    return (y_hat - y.reshape(y_hat.shape)) ** 2 / 2 "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "15E8f_MiSfNZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def sgd(params, lr, batch_size):\n",
        "    for param in params:\n",
        "        param[:] = param - lr * param.grad / batch_size"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Khz6iJq7WUkX",
        "colab_type": "code",
        "outputId": "5e41155a-90d3-476c-b8ce-42cf86086a9b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "source": [
        "lr = 0.03\n",
        "num_epochs = 3 \n",
        "net = linreg \n",
        "loss = squared_loss \n",
        "\n",
        "loss_ls, train_ls = [], []\n",
        "for epoch in range(num_epochs):\n",
        "    for X, y in data_iter(batch_size, features, labels):\n",
        "        with autograd.record():\n",
        "            l = loss(net(X, w, b), y)\n",
        "        l.backward()\n",
        "        sgd([w, b], lr, batch_size)\n",
        "        loss_ls.append(l.mean().asscalar())\n",
        "    train_l = loss(net(features, w, b), labels)\n",
        "    train_ls.append(train_l.mean().asscalar())\n",
        "    # if (epoch+1) % 10 == 0:\n",
        "    print('epoch %d, loss %f' % (epoch + 1, train_l.mean().asnumpy()))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "epoch 1, loss 0.046045\n",
            "epoch 2, loss 0.000195\n",
            "epoch 3, loss 0.000053\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xRjhDRO7c0Jr",
        "colab_type": "code",
        "outputId": "b8b48586-9c8d-46fa-9099-64fd6afbd259",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 318
        }
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.plot(loss_ls, label='loss')\n",
        "# plt.plot(train_ls, label='train loss')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 360x252 with 1 Axes>"
            ],
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"223.37098pt\" version=\"1.1\" viewBox=\"0 0 322.665625 223.37098\" width=\"322.665625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 223.37098 \nL 322.665625 223.37098 \nL 322.665625 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 36.465625 199.492855 \nL 315.465625 199.492855 \nL 315.465625 9.232855 \nL 36.465625 9.232855 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"md275590040\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"49.147443\" xlink:href=\"#md275590040\" y=\"199.492855\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(45.966193 214.091292)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.561551\" xlink:href=\"#md275590040\" y=\"199.492855\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 50 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(85.199051 214.091292)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.975658\" xlink:href=\"#md275590040\" y=\"199.492855\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(124.431908 214.091292)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"176.389766\" xlink:href=\"#md275590040\" y=\"199.492855\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 150 -->\n      <g transform=\"translate(166.846016 214.091292)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"218.803874\" xlink:href=\"#md275590040\" y=\"199.492855\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 200 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(209.260124 214.091292)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"261.217981\" xlink:href=\"#md275590040\" y=\"199.492855\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 250 -->\n      <g transform=\"translate(251.674231 214.091292)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"303.632089\" xlink:href=\"#md275590040\" y=\"199.492855\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 300 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(294.088339 214.091292)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mdc7d4d93e6\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mdc7d4d93e6\" y=\"190.844871\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(13.5625 194.644089)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mdc7d4d93e6\" y=\"168.364164\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 2.5 -->\n      <g transform=\"translate(13.5625 172.163383)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mdc7d4d93e6\" y=\"145.883458\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 5.0 -->\n      <g transform=\"translate(13.5625 149.682676)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mdc7d4d93e6\" y=\"123.402751\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 7.5 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(13.5625 127.20197)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mdc7d4d93e6\" y=\"100.922045\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 10.0 -->\n      <g transform=\"translate(7.2 104.721263)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mdc7d4d93e6\" y=\"78.441338\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 12.5 -->\n      <g transform=\"translate(7.2 82.240557)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mdc7d4d93e6\" y=\"55.960632\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 15.0 -->\n      <g transform=\"translate(7.2 59.75985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mdc7d4d93e6\" y=\"33.479925\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 17.5 -->\n      <g transform=\"translate(7.2 37.279144)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mdc7d4d93e6\" y=\"10.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 20.0 -->\n      <g transform=\"translate(7.2 14.798438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_17\">\n    <path clip-path=\"url(#p01e2bb2261)\" d=\"M 49.147443 126.334833 \nL 49.995725 20.712032 \nL 50.844007 143.965801 \nL 51.69229 51.805692 \nL 52.540572 67.656955 \nL 53.388854 145.380068 \nL 54.237136 120.337668 \nL 55.085418 137.291914 \nL 55.9337 80.708618 \nL 56.781983 169.2095 \nL 57.630265 118.777331 \nL 58.478547 17.881037 \nL 59.326829 165.457468 \nL 60.175111 96.296582 \nL 61.023393 91.153515 \nL 61.871675 116.258354 \nL 62.719958 148.761354 \nL 63.56824 116.035222 \nL 64.416522 162.645851 \nL 65.264804 153.154373 \nL 66.113086 118.384744 \nL 66.961368 144.562824 \nL 67.809651 140.099592 \nL 68.657933 94.240933 \nL 69.506215 146.861127 \nL 70.354497 161.071694 \nL 71.202779 144.241445 \nL 72.051061 150.128391 \nL 72.899343 153.572331 \nL 73.747626 163.913356 \nL 74.595908 168.023404 \nL 75.44419 176.666557 \nL 76.292472 172.926278 \nL 77.140754 181.878615 \nL 77.989036 167.46934 \nL 78.837319 146.070031 \nL 79.685601 172.605716 \nL 80.533883 168.609451 \nL 81.382165 177.169736 \nL 82.230447 175.492705 \nL 83.078729 176.912293 \nL 83.927011 164.71445 \nL 84.775294 170.660632 \nL 85.623576 177.424061 \nL 86.471858 176.320213 \nL 87.32014 181.507064 \nL 88.168422 179.68052 \nL 89.016704 180.030038 \nL 89.864987 182.504607 \nL 90.713269 184.508373 \nL 91.561551 181.825413 \nL 92.409833 176.135165 \nL 93.258115 187.932957 \nL 94.106397 184.460744 \nL 94.954679 186.090452 \nL 95.802962 187.378798 \nL 96.651244 186.710111 \nL 97.499526 187.202198 \nL 98.347808 184.415958 \nL 99.19609 187.803222 \nL 100.044372 184.760785 \nL 100.892654 187.570645 \nL 101.740937 187.802643 \nL 102.589219 185.272951 \nL 103.437501 185.534209 \nL 104.285783 188.621871 \nL 105.134065 189.45983 \nL 105.982347 189.578387 \nL 106.83063 187.66125 \nL 107.678912 189.030369 \nL 108.527194 189.446326 \nL 109.375476 185.554165 \nL 110.223758 190.27461 \nL 111.07204 186.740555 \nL 111.920322 189.513284 \nL 112.768605 189.498644 \nL 113.616887 189.771713 \nL 114.465169 189.187771 \nL 115.313451 190.323345 \nL 116.161733 189.672469 \nL 117.010015 189.560761 \nL 117.858298 189.871682 \nL 118.70658 189.373363 \nL 119.554862 189.260705 \nL 120.403144 190.026747 \nL 121.251426 189.423144 \nL 122.099708 189.081647 \nL 122.94799 190.05731 \nL 123.796273 189.966694 \nL 124.644555 190.026796 \nL 125.492837 189.594786 \nL 126.341119 190.147385 \nL 128.037683 190.132317 \nL 128.885966 190.334995 \nL 130.58253 190.160979 \nL 131.430812 190.157962 \nL 132.279094 190.496841 \nL 133.127376 190.693362 \nL 133.975658 190.278416 \nL 134.823941 190.6941 \nL 135.672223 190.438696 \nL 136.520505 190.482944 \nL 137.368787 190.333332 \nL 138.217069 190.704599 \nL 139.913634 190.49383 \nL 140.761916 190.380975 \nL 141.610198 190.73742 \nL 143.306762 190.468176 \nL 144.155044 190.780659 \nL 146.699891 190.700453 \nL 148.396455 190.713175 \nL 151.789584 190.696923 \nL 153.486148 190.750835 \nL 157.727559 190.749925 \nL 162.817252 190.790075 \nL 165.362098 190.822763 \nL 174.693202 190.823862 \nL 186.569152 190.832005 \nL 200.989949 190.839925 \nL 302.783807 190.844535 \nL 302.783807 190.844535 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 36.465625 199.492855 \nL 36.465625 9.232855 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 315.465625 199.492855 \nL 315.465625 9.232855 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 36.465625 199.492855 \nL 315.465625 199.492855 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 36.465625 9.232855 \nL 315.465625 9.232855 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 257.15 31.91098 \nL 308.465625 31.91098 \nQ 310.465625 31.91098 310.465625 29.91098 \nL 310.465625 16.232855 \nQ 310.465625 14.232855 308.465625 14.232855 \nL 257.15 14.232855 \nQ 255.15 14.232855 255.15 16.232855 \nL 255.15 29.91098 \nQ 255.15 31.91098 257.15 31.91098 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_18\">\n     <path d=\"M 259.15 22.331292 \nL 279.15 22.331292 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_19\"/>\n    <g id=\"text_17\">\n     <!-- loss -->\n     <defs>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n     </defs>\n     <g transform=\"translate(287.15 25.831292)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"88.964844\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"141.064453\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p01e2bb2261\">\n   <rect height=\"190.26\" width=\"279\" x=\"36.465625\" y=\"9.232855\"/>\n  </clipPath>\n </defs>\n</svg>\n"
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZL2dw3Ycqu3z",
        "colab_type": "text"
      },
      "source": [
        "## 3.3 线性回归的简洁实现"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "K6x6zrjzquHc",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from mxnet import autograd, nd \n",
        "\n",
        "num_inputs = 2 \n",
        "num_examples = 1000 \n",
        "true_w = [2, -3.4]\n",
        "true_b = 4.2 \n",
        "features = nd.random.normal(scale=1, shape=(num_examples, num_inputs))\n",
        "labels = true_w[0] * features[:, 0] + true_w[1] * features[:, 1] + true_b \n",
        "labels += nd.random.normal(scale=0.01, shape=labels.shape)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uUepXCQNrZX3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from mxnet.gluon import data as gdata \n",
        "\n",
        "batch_size = 10 \n",
        "dataset = gdata.ArrayDataset(features, labels)\n",
        "data_iter = gdata.DataLoader(dataset, batch_size, shuffle=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZOceErcprxdT",
        "colab_type": "code",
        "outputId": "775c5302-d748-44d6-b89c-5374c0fa5fcd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "for X, y in data_iter:\n",
        "    print(X, y)\n",
        "    break "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[[-0.6187518  -0.2503926 ]\n",
            " [ 0.8569925   0.5690341 ]\n",
            " [ 0.4266085   0.7918099 ]\n",
            " [-0.6663666   0.02384045]\n",
            " [-0.1386715   0.732445  ]\n",
            " [-1.4177015   1.0471172 ]\n",
            " [-1.0831494   0.7655263 ]\n",
            " [-2.1912577   0.36587134]\n",
            " [-0.6190732  -1.5131555 ]\n",
            " [-0.05780748  1.3848697 ]]\n",
            "<NDArray 10x2 @cpu(0)> \n",
            "[ 3.8041027  3.9697347  2.3604767  2.7846525  1.4385366 -2.1832635\n",
            " -0.5663462 -1.4243388  8.092183  -0.6281309]\n",
            "<NDArray 10 @cpu(0)>\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_RqfatFpr1aH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# gdata.ArrayDataset??"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PcUxeMqrtcs6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from mxnet.gluon import nn\n",
        "\n",
        "net = nn.Sequential()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a9Ed-SeUtiEL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "net.add(nn.Dense(1))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ycM9RyCJq4gD",
        "colab_type": "text"
      },
      "source": [
        "reinit"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9EMfux8Ltk-C",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from mxnet import init \n",
        "\n",
        "net.initialize(init.Normal(sigma=0.01), force_reinit=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YbRVV2DGtzxy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from mxnet.gluon import loss as gloss \n",
        "\n",
        "loss = gloss.L2Loss()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vPnwJfSIt7rb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from mxnet import gluon \n",
        "\n",
        "trainer = gluon.Trainer(net.collect_params(), 'sgd', {'learning_rate': 0.03})"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BqVuExjdkGq7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "dense = net[0]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "46fKuRpKuHRS",
        "colab_type": "code",
        "outputId": "56a8f307-4f1f-4581-fc43-95f21d0825b2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 370
        }
      },
      "source": [
        "num_epochs = 3\n",
        "\n",
        "loss_ls, w1_ls, w2_ls, grad1_ls, grad2_ls = [], [], [], [], []\n",
        "for epoch in range(1, num_epochs+1):\n",
        "    for X, y in data_iter:\n",
        "        with autograd.record():\n",
        "            l = loss(net(X), y)\n",
        "        l.backward()\n",
        "        trainer.step(batch_size)\n",
        "        loss_ls.append(l.mean().asscalar())\n",
        "        w1_ls.append(dense.weight.data()[0][0].asscalar())\n",
        "        w2_ls.append(dense.weight.data()[0][1].asscalar())\n",
        "        grad1_ls.append(dense.weight.grad()[0][0].asscalar())\n",
        "        grad2_ls.append(dense.weight.grad()[0][1].asscalar())\n",
        "    l = loss(net(features), labels)\n",
        "    print('w: ', dense.weight.data())\n",
        "    print('grad: ', dense.weight.grad())\n",
        "    print('epoch %d, loss: %f' % (epoch, l.mean().asnumpy()))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "w:  \n",
            "[[ 1.885567  -3.2356937]]\n",
            "<NDArray 1x2 @cpu(0)>\n",
            "grad:  \n",
            "[[-1.6653026  1.1079844]]\n",
            "<NDArray 1x2 @cpu(0)>\n",
            "epoch 1, loss: 0.043048\n",
            "w:  \n",
            "[[ 1.9934958 -3.3918734]]\n",
            "<NDArray 1x2 @cpu(0)>\n",
            "grad:  \n",
            "[[0.01240087 0.05623949]]\n",
            "<NDArray 1x2 @cpu(0)>\n",
            "epoch 2, loss: 0.000161\n",
            "w:  \n",
            "[[ 1.9999374 -3.399026 ]]\n",
            "<NDArray 1x2 @cpu(0)>\n",
            "grad:  \n",
            "[[ 0.01977415 -0.04341876]]\n",
            "<NDArray 1x2 @cpu(0)>\n",
            "epoch 3, loss: 0.000048\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_nTrzOqLvx8N",
        "colab_type": "code",
        "outputId": "c3fdfac7-3e7c-4bac-c222-b34eaf05e7ec",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "source": [
        "true_w, dense.weight.data()[0][0]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "([2, -3.4], \n",
              " [1.9999374]\n",
              " <NDArray 1 @cpu(0)>)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 372
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ECuJZw6Cvxnw",
        "colab_type": "code",
        "outputId": "225ac40a-75aa-4131-9b02-471aa572f412",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "source": [
        "true_b, dense.bias.data()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4.2, \n",
              " [4.1992884]\n",
              " <NDArray 1 @cpu(0)>)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 373
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m0-z8CWHv-gP",
        "colab_type": "code",
        "outputId": "730619c6-b849-40f1-d177-a6221a614151",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "source": [
        "dense.weight.grad()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\n",
              "[[ 0.01977415 -0.04341876]]\n",
              "<NDArray 1x2 @cpu(0)>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 374
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "it_3In5Hu71b",
        "colab_type": "code",
        "outputId": "f56cf0ad-c756-458e-f620-9cecf78735b9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 318
        }
      },
      "source": [
        "import matplotlib.pyplot as plt \n",
        "\n",
        "plt.plot(loss_ls, label='loss')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 360x252 with 1 Axes>"
            ],
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"223.447986pt\" version=\"1.1\" viewBox=\"0 0 313.125 223.447986\" width=\"313.125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 223.447986 \nL 313.125 223.447986 \nL 313.125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 26.925 199.569861 \nL 305.925 199.569861 \nL 305.925 9.309861 \nL 26.925 9.309861 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m1a8eee32bf\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.606818\" xlink:href=\"#m1a8eee32bf\" y=\"199.569861\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(36.425568 214.168298)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"82.020926\" xlink:href=\"#m1a8eee32bf\" y=\"199.569861\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 50 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(75.658426 214.168298)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"124.435033\" xlink:href=\"#m1a8eee32bf\" y=\"199.569861\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(114.891283 214.168298)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"166.849141\" xlink:href=\"#m1a8eee32bf\" y=\"199.569861\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 150 -->\n      <g transform=\"translate(157.305391 214.168298)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"209.263249\" xlink:href=\"#m1a8eee32bf\" y=\"199.569861\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 200 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(199.719499 214.168298)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"251.677356\" xlink:href=\"#m1a8eee32bf\" y=\"199.569861\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 250 -->\n      <g transform=\"translate(242.133606 214.168298)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"294.091464\" xlink:href=\"#m1a8eee32bf\" y=\"199.569861\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 300 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(284.547714 214.168298)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mde4511e1e7\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mde4511e1e7\" y=\"190.921744\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0 -->\n      <g transform=\"translate(13.5625 194.720963)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mde4511e1e7\" y=\"165.218526\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 5 -->\n      <g transform=\"translate(13.5625 169.017745)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mde4511e1e7\" y=\"139.515308\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 10 -->\n      <g transform=\"translate(7.2 143.314527)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mde4511e1e7\" y=\"113.81209\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 15 -->\n      <g transform=\"translate(7.2 117.611309)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mde4511e1e7\" y=\"88.108873\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(7.2 91.908091)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mde4511e1e7\" y=\"62.405655\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 25 -->\n      <g transform=\"translate(7.2 66.204873)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mde4511e1e7\" y=\"36.702437\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 30 -->\n      <g transform=\"translate(7.2 40.501655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mde4511e1e7\" y=\"10.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 35 -->\n      <g transform=\"translate(7.2 14.798437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_16\">\n    <path clip-path=\"url(#p36ac980cef)\" d=\"M 39.606818 17.958043 \nL 40.4551 81.498636 \nL 41.303382 127.334332 \nL 42.151665 128.759253 \nL 42.999947 120.712246 \nL 43.848229 118.313095 \nL 45.544793 151.519699 \nL 46.393075 102.056014 \nL 47.241358 154.928603 \nL 48.08964 139.385328 \nL 48.937922 144.618217 \nL 49.786204 157.952904 \nL 50.634486 160.14655 \nL 51.482768 155.947789 \nL 52.33105 165.035994 \nL 53.179333 150.663299 \nL 54.027615 172.295763 \nL 54.875897 178.879091 \nL 55.724179 169.454982 \nL 56.572461 170.109647 \nL 57.420743 166.981468 \nL 58.269026 158.026417 \nL 59.117308 176.909809 \nL 60.813872 179.379418 \nL 61.662154 177.392716 \nL 62.510436 185.13483 \nL 63.358718 185.691987 \nL 64.207001 179.456976 \nL 65.055283 183.123362 \nL 65.903565 175.096165 \nL 66.751847 174.167671 \nL 67.600129 181.675229 \nL 68.448411 182.001956 \nL 69.296694 182.974286 \nL 70.144976 179.246561 \nL 70.993258 182.847738 \nL 71.84154 179.459929 \nL 72.689822 185.625855 \nL 73.538104 185.816248 \nL 74.386386 184.888083 \nL 75.234669 183.590579 \nL 76.082951 186.010973 \nL 76.931233 188.068785 \nL 77.779515 185.93027 \nL 78.627797 186.214779 \nL 79.476079 188.379651 \nL 80.324362 187.048327 \nL 81.172644 186.716463 \nL 82.020926 188.987523 \nL 82.869208 186.408411 \nL 83.71749 188.846513 \nL 84.565772 188.527902 \nL 85.414054 184.56289 \nL 86.262337 186.768821 \nL 87.110619 188.525654 \nL 87.958901 185.649359 \nL 88.807183 189.165118 \nL 89.655465 188.642823 \nL 90.503747 188.942856 \nL 91.352029 190.323892 \nL 93.048594 189.230641 \nL 93.896876 189.280448 \nL 94.745158 188.67707 \nL 95.59344 189.896255 \nL 96.441722 190.473048 \nL 98.138287 189.391403 \nL 98.986569 189.477927 \nL 99.834851 189.866887 \nL 100.683133 189.316135 \nL 101.531415 190.596216 \nL 102.379697 188.731163 \nL 103.22798 190.415668 \nL 104.076262 189.397864 \nL 104.924544 190.218287 \nL 105.772826 190.41961 \nL 106.621108 190.159161 \nL 108.317673 190.025132 \nL 109.165955 189.761084 \nL 110.014237 190.457132 \nL 110.862519 190.575184 \nL 111.710801 189.981993 \nL 112.559083 190.083645 \nL 113.407365 190.416529 \nL 114.255648 190.586615 \nL 115.10393 190.532683 \nL 115.952212 190.286378 \nL 116.800494 190.512749 \nL 117.648776 190.609818 \nL 118.497058 190.56836 \nL 119.345341 190.755259 \nL 120.193623 190.65039 \nL 122.738469 190.845772 \nL 123.586751 190.694897 \nL 125.283316 190.756778 \nL 128.676444 190.823608 \nL 129.524726 190.626254 \nL 131.221291 190.833348 \nL 132.917855 190.693264 \nL 134.614419 190.814407 \nL 136.310984 190.826038 \nL 141.400676 190.869962 \nL 177.028527 190.918492 \nL 293.243182 190.921519 \nL 293.243182 190.921519 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 26.925 199.569861 \nL 26.925 9.309861 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 305.925 199.569861 \nL 305.925 9.309861 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 26.925 199.569861 \nL 305.925 199.569861 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 26.925 9.309861 \nL 305.925 9.309861 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 247.609375 31.987986 \nL 298.925 31.987986 \nQ 300.925 31.987986 300.925 29.987986 \nL 300.925 16.309861 \nQ 300.925 14.309861 298.925 14.309861 \nL 247.609375 14.309861 \nQ 245.609375 14.309861 245.609375 16.309861 \nL 245.609375 29.987986 \nQ 245.609375 31.987986 247.609375 31.987986 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_17\">\n     <path d=\"M 249.609375 22.408298 \nL 269.609375 22.408298 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_18\"/>\n    <g id=\"text_16\">\n     <!-- loss -->\n     <defs>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n     </defs>\n     <g transform=\"translate(277.609375 25.908298)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"88.964844\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"141.064453\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p36ac980cef\">\n   <rect height=\"190.26\" width=\"279\" x=\"26.925\" y=\"9.309861\"/>\n  </clipPath>\n </defs>\n</svg>\n"
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yILSefHtkKrp",
        "colab_type": "code",
        "outputId": "1238baff-d8a5-4d4a-914c-908357977881",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 614
        }
      },
      "source": [
        "plt.plot(w1_ls, label='w1')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "plt.plot(grad1_ls, label='grad1')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "# w 增加是因为 grad 是负数，减去负数就是加正数，趋于平缓是因为 grad 绝对值变小，绝对值变小是因为 y_hat 越来越接近 y。"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 360x252 with 1 Axes>"
            ],
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"221.338125pt\" version=\"1.1\" viewBox=\"0 0 322.665625 221.338125\" width=\"322.665625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 221.338125 \nL 322.665625 221.338125 \nL 322.665625 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 36.465625 197.46 \nL 315.465625 197.46 \nL 315.465625 7.2 \nL 36.465625 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mace4c0a00b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"49.147443\" xlink:href=\"#mace4c0a00b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(45.966193 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.561551\" xlink:href=\"#mace4c0a00b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 50 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(85.199051 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.975658\" xlink:href=\"#mace4c0a00b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(124.431908 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"176.389766\" xlink:href=\"#mace4c0a00b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 150 -->\n      <g transform=\"translate(166.846016 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"218.803874\" xlink:href=\"#mace4c0a00b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 200 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(209.260124 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"261.217981\" xlink:href=\"#mace4c0a00b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 250 -->\n      <g transform=\"translate(251.674231 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"303.632089\" xlink:href=\"#mace4c0a00b\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 300 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(294.088339 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mf282b377cc\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mf282b377cc\" y=\"178.219261\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.25 -->\n      <defs>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(7.2 182.018479)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mf282b377cc\" y=\"155.023933\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.50 -->\n      <g transform=\"translate(7.2 158.823151)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mf282b377cc\" y=\"131.828605\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.75 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(7.2 135.627823)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mf282b377cc\" y=\"108.633277\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 1.00 -->\n      <g transform=\"translate(7.2 112.432495)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mf282b377cc\" y=\"85.437949\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 1.25 -->\n      <g transform=\"translate(7.2 89.237167)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mf282b377cc\" y=\"62.242621\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 1.50 -->\n      <g transform=\"translate(7.2 66.041839)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mf282b377cc\" y=\"39.047292\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 1.75 -->\n      <g transform=\"translate(7.2 42.846511)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"36.465625\" xlink:href=\"#mf282b377cc\" y=\"15.851964\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 2.00 -->\n      <g transform=\"translate(7.2 19.651183)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_16\">\n    <path clip-path=\"url(#p93c8838897)\" d=\"M 49.147443 188.811818 \nL 49.995725 185.65226 \nL 50.844007 176.492916 \nL 51.69229 175.149951 \nL 52.540572 172.926478 \nL 53.388854 162.764044 \nL 54.237136 159.076644 \nL 55.085418 156.646017 \nL 55.9337 145.593437 \nL 56.781983 143.074006 \nL 57.630265 136.368968 \nL 58.478547 136.321348 \nL 59.326829 131.993062 \nL 60.175111 131.50474 \nL 61.023393 124.469262 \nL 61.871675 120.34708 \nL 62.719958 112.965683 \nL 63.56824 109.468978 \nL 64.416522 108.378556 \nL 65.264804 105.071995 \nL 66.961368 96.488211 \nL 67.809651 92.952967 \nL 68.657933 93.646166 \nL 69.506215 91.263989 \nL 71.202779 87.066249 \nL 72.051061 86.359301 \nL 72.899343 84.434162 \nL 73.747626 84.438188 \nL 74.595908 82.896779 \nL 75.44419 78.709181 \nL 77.140754 73.862427 \nL 77.989036 72.267021 \nL 78.837319 73.827112 \nL 79.685601 72.251216 \nL 81.382165 67.777928 \nL 82.230447 67.914169 \nL 83.078729 68.378319 \nL 83.927011 65.8211 \nL 84.775294 65.44967 \nL 86.471858 62.988755 \nL 87.32014 61.141923 \nL 88.168422 60.889558 \nL 89.016704 61.241821 \nL 89.864987 60.861885 \nL 90.713269 61.266154 \nL 91.561551 60.339724 \nL 92.409833 58.104186 \nL 93.258115 56.600979 \nL 94.106397 56.182111 \nL 94.954679 51.539366 \nL 95.802962 50.929142 \nL 96.651244 48.945715 \nL 97.499526 46.317356 \nL 98.347808 45.281417 \nL 99.19609 44.611058 \nL 101.740937 44.228811 \nL 102.589219 45.279637 \nL 103.437501 44.585343 \nL 104.285783 43.619505 \nL 105.134065 42.895823 \nL 106.83063 42.124582 \nL 107.678912 42.590468 \nL 108.527194 41.793644 \nL 109.375476 41.554452 \nL 110.223758 40.380822 \nL 111.07204 40.358989 \nL 111.920322 38.687465 \nL 112.768605 38.114702 \nL 113.616887 37.717324 \nL 114.465169 36.947134 \nL 115.313451 37.194378 \nL 116.161733 36.90537 \nL 117.010015 35.609932 \nL 117.858298 34.859329 \nL 118.70658 33.813956 \nL 119.554862 34.195662 \nL 120.403144 34.08936 \nL 121.251426 33.099753 \nL 122.099708 31.826514 \nL 122.94799 31.568829 \nL 124.644555 30.093959 \nL 125.492837 29.303738 \nL 126.341119 28.731429 \nL 127.189401 28.52544 \nL 128.037683 28.108673 \nL 128.885966 28.004363 \nL 129.734248 27.357628 \nL 130.58253 27.0028 \nL 132.279094 26.932743 \nL 133.975658 26.026853 \nL 134.823941 26.225873 \nL 135.672223 25.788247 \nL 136.520505 25.657579 \nL 137.368787 25.321144 \nL 138.217069 25.252647 \nL 139.065351 24.938012 \nL 139.913634 24.240267 \nL 140.761916 24.311054 \nL 141.610198 23.980392 \nL 142.45848 23.273666 \nL 143.306762 23.115834 \nL 145.003326 23.11621 \nL 147.548173 22.402649 \nL 148.396455 22.582978 \nL 150.093019 21.810431 \nL 150.941301 21.810453 \nL 153.486148 21.355683 \nL 154.33443 20.894122 \nL 155.182712 20.675458 \nL 156.030994 20.646734 \nL 156.879277 20.102231 \nL 158.575841 19.776701 \nL 160.272405 19.564496 \nL 161.968969 19.501729 \nL 162.817252 19.547574 \nL 164.513816 19.331576 \nL 165.362098 19.302 \nL 167.058662 19.067597 \nL 171.300073 18.603481 \nL 172.996637 18.327115 \nL 175.541484 18.212761 \nL 176.389766 18.014194 \nL 178.934613 17.877897 \nL 184.024305 17.367526 \nL 189.962281 17.209738 \nL 195.051973 17.026612 \nL 198.445102 16.946612 \nL 200.989949 16.848218 \nL 208.624488 16.634653 \nL 234.072952 16.202247 \nL 262.066263 16.016687 \nL 271.397367 15.946995 \nL 285.818164 15.910275 \nL 300.23896 15.863047 \nL 302.783807 15.857771 \nL 302.783807 15.857771 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 36.465625 197.46 \nL 36.465625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 315.465625 197.46 \nL 315.465625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 36.465625 197.46 \nL 315.465625 197.46 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 36.465625 7.2 \nL 315.465625 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 43.465625 29.878125 \nL 90.00625 29.878125 \nQ 92.00625 29.878125 92.00625 27.878125 \nL 92.00625 14.2 \nQ 92.00625 12.2 90.00625 12.2 \nL 43.465625 12.2 \nQ 41.465625 12.2 41.465625 14.2 \nL 41.465625 27.878125 \nQ 41.465625 29.878125 43.465625 29.878125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_17\">\n     <path d=\"M 45.465625 20.298437 \nL 65.465625 20.298437 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_18\"/>\n    <g id=\"text_16\">\n     <!-- w1 -->\n     <defs>\n      <path d=\"M 4.203125 54.6875 \nL 13.1875 54.6875 \nL 24.421875 12.015625 \nL 35.59375 54.6875 \nL 46.1875 54.6875 \nL 57.421875 12.015625 \nL 68.609375 54.6875 \nL 77.59375 54.6875 \nL 63.28125 0 \nL 52.6875 0 \nL 40.921875 44.828125 \nL 29.109375 0 \nL 18.5 0 \nz\n\" id=\"DejaVuSans-119\"/>\n     </defs>\n     <g transform=\"translate(73.465625 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-119\"/>\n      <use x=\"81.787109\" xlink:href=\"#DejaVuSans-49\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p93c8838897\">\n   <rect height=\"190.26\" width=\"279\" x=\"36.465625\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 360x252 with 1 Axes>"
            ],
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"221.338125pt\" version=\"1.1\" viewBox=\"0 0 321.504687 221.338125\" width=\"321.504687pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 221.338125 \nL 321.504687 221.338125 \nL 321.504687 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 35.304688 197.46 \nL 314.304688 197.46 \nL 314.304688 7.2 \nL 35.304688 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m5fb5e0b11e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.986506\" xlink:href=\"#m5fb5e0b11e\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(44.805256 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"90.400613\" xlink:href=\"#m5fb5e0b11e\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 50 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(84.038113 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"132.814721\" xlink:href=\"#m5fb5e0b11e\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(123.270971 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"175.228829\" xlink:href=\"#m5fb5e0b11e\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 150 -->\n      <g transform=\"translate(165.685079 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"217.642936\" xlink:href=\"#m5fb5e0b11e\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 200 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(208.099186 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"260.057044\" xlink:href=\"#m5fb5e0b11e\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 250 -->\n      <g transform=\"translate(250.513294 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"302.471151\" xlink:href=\"#m5fb5e0b11e\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 300 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(292.927401 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m296ff824ea\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m296ff824ea\" y=\"172.834818\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- −40 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(7.2 176.634036)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m296ff824ea\" y=\"138.411612\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- −30 -->\n      <g transform=\"translate(7.2 142.210831)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m296ff824ea\" y=\"103.988407\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- −20 -->\n      <g transform=\"translate(7.2 107.787626)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m296ff824ea\" y=\"69.565202\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- −10 -->\n      <g transform=\"translate(7.2 73.36442)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m296ff824ea\" y=\"35.141996\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0 -->\n      <g transform=\"translate(21.942187 38.941215)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p572c2d81a0)\" d=\"M 47.986506 188.811818 \nL 48.834788 74.216715 \nL 49.68307 148.416946 \nL 50.531352 51.750632 \nL 51.379634 62.640024 \nL 52.227916 160.822321 \nL 53.076199 80.744612 \nL 53.924481 65.2019 \nL 54.772763 171.830882 \nL 55.621045 66.300155 \nL 56.469327 118.064189 \nL 57.317609 35.73092 \nL 58.165892 88.670574 \nL 59.014174 41.181157 \nL 59.862456 122.150783 \nL 60.710738 86.121616 \nL 61.55902 126.428813 \nL 62.407302 78.386283 \nL 63.255584 48.627406 \nL 64.103867 76.034772 \nL 64.952149 91.554261 \nL 66.648713 78.862917 \nL 67.496995 26.569066 \nL 68.345277 64.60269 \nL 69.193559 60.239 \nL 70.041842 61.959045 \nL 70.890124 43.884887 \nL 71.738406 58.950508 \nL 72.586688 35.092147 \nL 73.43497 54.204777 \nL 74.283252 86.930668 \nL 75.131535 66.602883 \nL 75.979817 63.621587 \nL 76.828099 54.872632 \nL 77.676381 15.848182 \nL 78.524663 54.631283 \nL 79.372945 62.494523 \nL 80.221227 63.111281 \nL 81.06951 33.457053 \nL 81.917792 29.401735 \nL 82.766074 66.767489 \nL 83.614356 39.735586 \nL 84.462638 51.37044 \nL 85.31092 49.348055 \nL 86.159203 57.98203 \nL 87.007485 38.263059 \nL 87.855767 30.785555 \nL 88.704049 39.840685 \nL 89.552331 30.142414 \nL 91.248895 62.789239 \nL 92.097178 53.732438 \nL 92.94546 40.322238 \nL 93.793742 92.559562 \nL 94.642024 42.688785 \nL 95.490306 59.671309 \nL 96.338588 67.647244 \nL 97.186871 47.953598 \nL 98.035153 43.432497 \nL 98.883435 36.681774 \nL 99.731717 35.608843 \nL 100.579999 37.862701 \nL 101.428281 22.146228 \nL 102.276563 43.728369 \nL 103.124846 47.086707 \nL 103.973128 44.091912 \nL 104.82141 39.427298 \nL 105.669692 40.394737 \nL 106.517974 29.380253 \nL 107.366256 44.996407 \nL 108.214539 38.100092 \nL 109.062821 49.656384 \nL 109.911103 35.412079 \nL 110.759385 55.814034 \nL 111.607667 42.225441 \nL 112.455949 40.056363 \nL 113.304231 44.667059 \nL 114.152514 32.084314 \nL 115.000796 38.716231 \nL 115.849078 51.162806 \nL 116.69736 44.424873 \nL 117.545642 48.070224 \nL 118.393924 30.421372 \nL 119.242207 36.456602 \nL 120.090489 47.380587 \nL 120.938771 50.888335 \nL 121.787053 38.328788 \nL 122.635335 45.161051 \nL 123.483617 43.362994 \nL 124.331899 44.914764 \nL 125.180182 42.219786 \nL 126.028464 37.689477 \nL 126.876746 40.296195 \nL 127.725028 36.432021 \nL 128.57331 43.140198 \nL 130.269874 35.71584 \nL 131.118157 35.434633 \nL 131.966439 40.874502 \nL 132.814721 40.612673 \nL 133.663003 32.680649 \nL 134.511285 40.554244 \nL 135.359567 36.75793 \nL 136.20785 39.302687 \nL 137.056132 35.989101 \nL 137.904414 39.033132 \nL 138.752696 43.771093 \nL 139.600978 34.266543 \nL 141.297542 43.882243 \nL 142.145825 37.093951 \nL 142.994107 34.796517 \nL 143.842389 35.482802 \nL 144.690671 38.40705 \nL 145.538953 38.565858 \nL 146.387235 37.277788 \nL 147.235518 32.911833 \nL 148.0838 39.366228 \nL 148.932082 40.471947 \nL 149.780364 35.141755 \nL 150.628646 36.982079 \nL 151.476928 37.228437 \nL 152.32521 36.839736 \nL 153.173493 40.850209 \nL 154.021775 37.846221 \nL 154.870057 35.497185 \nL 155.718339 41.875942 \nL 156.566621 37.40154 \nL 157.414903 36.908321 \nL 158.263186 35.772966 \nL 159.111468 37.135409 \nL 159.95975 36.188325 \nL 160.808032 34.872043 \nL 161.656314 34.575003 \nL 162.504596 37.13974 \nL 163.352878 35.815474 \nL 164.201161 35.507789 \nL 165.049443 36.976246 \nL 165.897725 36.206531 \nL 166.746007 36.161153 \nL 167.594289 36.830544 \nL 168.442571 36.690742 \nL 169.290854 35.588085 \nL 170.139136 36.179361 \nL 170.987418 37.040102 \nL 171.8357 36.661632 \nL 172.683982 35.412157 \nL 173.532264 35.718777 \nL 174.380546 35.709265 \nL 175.228829 37.597722 \nL 176.077111 35.342089 \nL 176.925393 35.99216 \nL 177.773675 35.777301 \nL 178.621957 36.424626 \nL 179.470239 36.447578 \nL 180.318521 36.240821 \nL 181.166804 36.432736 \nL 182.015086 35.868543 \nL 182.863368 35.749503 \nL 183.71165 35.245671 \nL 184.559932 35.75548 \nL 185.408214 34.908139 \nL 186.256497 35.632225 \nL 187.104779 35.504714 \nL 187.953061 35.530049 \nL 188.801343 35.369034 \nL 189.649625 35.736828 \nL 190.497907 35.343263 \nL 191.346189 35.475585 \nL 192.194472 35.889602 \nL 193.042754 35.728484 \nL 193.891036 34.942843 \nL 194.739318 35.159692 \nL 195.5876 35.006151 \nL 196.435882 35.839338 \nL 197.284165 35.552166 \nL 198.132447 35.960176 \nL 198.980729 35.242991 \nL 200.677293 35.581737 \nL 201.525575 35.068643 \nL 202.373857 36.203731 \nL 203.22214 35.478514 \nL 204.070422 35.173914 \nL 204.918704 35.530746 \nL 205.766986 35.162428 \nL 206.615268 35.126497 \nL 207.46355 35.592945 \nL 208.311833 35.362659 \nL 209.160115 35.505097 \nL 210.008397 35.532151 \nL 210.856679 35.320609 \nL 213.401525 35.102522 \nL 214.249808 35.426803 \nL 215.09809 35.539509 \nL 216.794654 35.099308 \nL 218.491218 35.32268 \nL 220.187783 35.490753 \nL 221.036065 35.267706 \nL 221.884347 35.478752 \nL 222.732629 35.043327 \nL 223.580911 35.433057 \nL 226.125758 35.40953 \nL 226.97404 35.531917 \nL 228.670604 35.184616 \nL 229.518886 35.555647 \nL 230.367168 35.140363 \nL 231.215451 35.0885 \nL 232.063733 35.177099 \nL 232.912015 34.932047 \nL 233.760297 35.250159 \nL 234.608579 35.044045 \nL 235.456861 35.263698 \nL 237.153426 35.088364 \nL 238.001708 35.387912 \nL 239.698272 35.197138 \nL 240.546554 35.315109 \nL 243.091401 35.042729 \nL 243.939683 35.293734 \nL 244.787965 35.230147 \nL 245.636247 35.387776 \nL 246.484529 35.185781 \nL 247.332812 35.301499 \nL 248.181094 35.26868 \nL 249.029376 35.39661 \nL 251.574222 35.03537 \nL 252.422504 35.234385 \nL 253.270787 35.233004 \nL 254.119069 35.037523 \nL 254.967351 35.371077 \nL 255.815633 35.120248 \nL 258.36048 35.325317 \nL 259.208762 35.166795 \nL 260.057044 35.17462 \nL 260.905326 35.002602 \nL 261.753608 35.10468 \nL 262.60189 35.071823 \nL 263.450172 35.257357 \nL 264.298455 35.13076 \nL 265.146737 35.422225 \nL 265.995019 35.135548 \nL 267.691583 35.192719 \nL 268.539865 35.140194 \nL 269.388148 35.569026 \nL 270.23643 35.186433 \nL 271.084712 35.245609 \nL 271.932994 34.992288 \nL 272.781276 35.326385 \nL 273.629558 35.111398 \nL 279.567533 35.145927 \nL 280.415816 35.001059 \nL 281.264098 35.212091 \nL 282.11238 35.229349 \nL 282.960662 35.059027 \nL 286.353791 35.218506 \nL 287.202073 35.035815 \nL 288.050355 35.323214 \nL 289.746919 35.075109 \nL 290.595201 35.31225 \nL 291.443483 35.29365 \nL 292.291766 35.096347 \nL 293.140048 35.015027 \nL 295.684894 35.265374 \nL 296.533176 35.085541 \nL 299.926305 35.325912 \nL 300.774587 35.091472 \nL 301.622869 35.073927 \nL 301.622869 35.073927 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 35.304688 197.46 \nL 35.304688 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 314.304688 197.46 \nL 314.304688 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 35.304688 197.46 \nL 314.304688 197.46 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 35.304688 7.2 \nL 314.304688 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 246.00625 29.878125 \nL 307.304688 29.878125 \nQ 309.304688 29.878125 309.304688 27.878125 \nL 309.304688 14.2 \nQ 309.304688 12.2 307.304688 12.2 \nL 246.00625 12.2 \nQ 244.00625 12.2 244.00625 14.2 \nL 244.00625 27.878125 \nQ 244.00625 29.878125 246.00625 29.878125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_14\">\n     <path d=\"M 248.00625 20.298437 \nL 268.00625 20.298437 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_15\"/>\n    <g id=\"text_13\">\n     <!-- grad1 -->\n     <defs>\n      <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(276.00625 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"104.589844\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"165.869141\" xlink:href=\"#DejaVuSans-100\"/>\n      <use x=\"229.345703\" xlink:href=\"#DejaVuSans-49\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p572c2d81a0\">\n   <rect height=\"190.26\" width=\"279\" x=\"35.304688\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n"
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l5EgUR0foYRj",
        "colab_type": "code",
        "outputId": "a3148438-8af7-40d4-fc9c-3a42635e50eb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 614
        }
      },
      "source": [
        "plt.plot(w2_ls, label='w2')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "plt.plot(grad2_ls, label='grad2')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 360x252 with 1 Axes>"
            ],
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"221.338125pt\" version=\"1.1\" viewBox=\"0 0 324.682812 221.338125\" width=\"324.682812pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 221.338125 \nL 324.682812 221.338125 \nL 324.682812 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 38.482813 197.46 \nL 317.482813 197.46 \nL 317.482813 7.2 \nL 38.482813 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mdaeb581952\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.164631\" xlink:href=\"#mdaeb581952\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(47.983381 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.578738\" xlink:href=\"#mdaeb581952\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 50 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(87.216238 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"135.992846\" xlink:href=\"#mdaeb581952\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(126.449096 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"178.406954\" xlink:href=\"#mdaeb581952\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 150 -->\n      <g transform=\"translate(168.863204 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"220.821061\" xlink:href=\"#mdaeb581952\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 200 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(211.277311 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"263.235169\" xlink:href=\"#mdaeb581952\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 250 -->\n      <g transform=\"translate(253.691419 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"305.649276\" xlink:href=\"#mdaeb581952\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 300 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(296.105526 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m0c00b97ad8\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0c00b97ad8\" y=\"194.314269\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- −3.5 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(7.2 198.113488)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0c00b97ad8\" y=\"166.987152\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- −3.0 -->\n      <g transform=\"translate(7.2 170.786371)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0c00b97ad8\" y=\"139.660035\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- −2.5 -->\n      <g transform=\"translate(7.2 143.459254)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0c00b97ad8\" y=\"112.332918\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- −2.0 -->\n      <g transform=\"translate(7.2 116.132136)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0c00b97ad8\" y=\"85.0058\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- −1.5 -->\n      <g transform=\"translate(7.2 88.805019)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0c00b97ad8\" y=\"57.678683\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- −1.0 -->\n      <g transform=\"translate(7.2 61.477902)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"38.482813\" xlink:href=\"#m0c00b97ad8\" y=\"30.351566\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- −0.5 -->\n      <g transform=\"translate(7.2 34.150784)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p812a0969b6)\" d=\"M 51.164631 15.848182 \nL 52.012913 25.360989 \nL 52.861195 26.714125 \nL 53.709477 34.912173 \nL 54.557759 40.08654 \nL 55.406041 48.750485 \nL 56.254324 54.562653 \nL 57.102606 57.56088 \nL 57.950888 64.88343 \nL 59.647452 71.791367 \nL 60.495734 77.235421 \nL 61.344017 79.960859 \nL 62.192299 83.936061 \nL 63.040581 86.151124 \nL 63.888863 89.559898 \nL 64.737145 93.590076 \nL 65.585427 96.602265 \nL 66.433709 97.631369 \nL 67.281992 101.354891 \nL 68.130274 103.366448 \nL 68.978556 106.541331 \nL 69.826838 112.402527 \nL 70.67512 115.729235 \nL 71.523402 116.512908 \nL 72.371684 116.649755 \nL 73.219967 118.733384 \nL 74.068249 118.734036 \nL 74.916531 118.308913 \nL 75.764813 119.680317 \nL 76.613095 119.839603 \nL 77.461377 122.081333 \nL 78.30966 125.859968 \nL 79.157942 126.745865 \nL 80.006224 127.951272 \nL 81.702788 132.817153 \nL 82.55107 134.032269 \nL 83.399352 136.741483 \nL 85.944199 140.356689 \nL 86.792481 142.545267 \nL 87.640763 143.182697 \nL 88.489045 143.064731 \nL 89.337328 143.98344 \nL 90.18561 145.446931 \nL 91.033892 145.891795 \nL 91.882174 146.633274 \nL 92.730456 148.119008 \nL 93.578738 149.14015 \nL 94.42702 150.471146 \nL 95.275303 150.28047 \nL 96.123585 150.985073 \nL 96.971867 152.461972 \nL 97.820149 154.516322 \nL 98.668431 154.583364 \nL 99.516713 156.661078 \nL 100.364996 157.179904 \nL 102.06156 159.478199 \nL 102.909842 159.670531 \nL 104.606406 161.798699 \nL 105.454688 162.43136 \nL 106.302971 163.479644 \nL 107.151253 163.515648 \nL 107.999535 163.670425 \nL 108.847817 164.073148 \nL 109.696099 165.057948 \nL 111.392664 166.327088 \nL 112.240946 167.777509 \nL 113.089228 168.005323 \nL 113.93751 169.375919 \nL 114.785792 169.375671 \nL 115.634074 171.254239 \nL 116.482356 171.381248 \nL 119.875485 172.906413 \nL 120.723767 173.950332 \nL 121.572049 174.464441 \nL 122.420332 174.672317 \nL 124.965178 176.804864 \nL 125.81346 177.316862 \nL 126.661742 177.462895 \nL 127.510024 178.279587 \nL 129.206589 178.847121 \nL 130.054871 179.125116 \nL 131.751435 179.153627 \nL 133.447999 179.555125 \nL 135.144564 179.86881 \nL 138.537692 180.889027 \nL 140.234257 181.103524 \nL 141.082539 181.677182 \nL 142.779103 181.868015 \nL 143.627385 182.221965 \nL 144.475667 182.741325 \nL 147.020514 183.315504 \nL 150.413643 183.900382 \nL 152.110207 184.464098 \nL 156.351618 184.912429 \nL 157.1999 185.32899 \nL 160.593028 185.84263 \nL 162.289593 185.957143 \nL 164.834439 186.204998 \nL 166.531003 186.283324 \nL 173.317261 186.854598 \nL 174.165543 186.86458 \nL 175.862107 187.057211 \nL 177.558671 187.21591 \nL 179.255236 187.359325 \nL 180.103518 187.365111 \nL 181.800082 187.576662 \nL 183.496646 187.650506 \nL 185.193211 187.767977 \nL 231.000447 188.558178 \nL 256.448912 188.699534 \nL 270.021426 188.770081 \nL 304.800994 188.795608 \nL 304.800994 188.795608 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 38.482813 197.46 \nL 38.482813 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 317.482813 197.46 \nL 317.482813 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 38.482812 197.46 \nL 317.482813 197.46 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 38.482812 7.2 \nL 317.482813 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 263.942187 29.878125 \nL 310.482812 29.878125 \nQ 312.482812 29.878125 312.482812 27.878125 \nL 312.482812 14.2 \nQ 312.482812 12.2 310.482812 12.2 \nL 263.942187 12.2 \nQ 261.942187 12.2 261.942187 14.2 \nL 261.942187 27.878125 \nQ 261.942187 29.878125 263.942187 29.878125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_16\">\n     <path d=\"M 265.942187 20.298437 \nL 285.942187 20.298437 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_17\"/>\n    <g id=\"text_15\">\n     <!-- w2 -->\n     <defs>\n      <path d=\"M 4.203125 54.6875 \nL 13.1875 54.6875 \nL 24.421875 12.015625 \nL 35.59375 54.6875 \nL 46.1875 54.6875 \nL 57.421875 12.015625 \nL 68.609375 54.6875 \nL 77.59375 54.6875 \nL 63.28125 0 \nL 52.6875 0 \nL 40.921875 44.828125 \nL 29.109375 0 \nL 18.5 0 \nz\n\" id=\"DejaVuSans-119\"/>\n     </defs>\n     <g transform=\"translate(293.942187 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-119\"/>\n      <use x=\"81.787109\" xlink:href=\"#DejaVuSans-50\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p812a0969b6\">\n   <rect height=\"190.26\" width=\"279\" x=\"38.482813\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 360x252 with 1 Axes>"
            ],
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"221.338125pt\" version=\"1.1\" viewBox=\"0 0 313.125 221.338125\" width=\"313.125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 221.338125 \nL 313.125 221.338125 \nL 313.125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 26.925 197.46 \nL 305.925 197.46 \nL 305.925 7.2 \nL 26.925 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m46a35119af\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"39.606818\" xlink:href=\"#m46a35119af\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(36.425568 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"82.020926\" xlink:href=\"#m46a35119af\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 50 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(75.658426 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"124.435033\" xlink:href=\"#m46a35119af\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(114.891283 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"166.849141\" xlink:href=\"#m46a35119af\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 150 -->\n      <g transform=\"translate(157.305391 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"209.263249\" xlink:href=\"#m46a35119af\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 200 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(199.719499 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"251.677356\" xlink:href=\"#m46a35119af\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 250 -->\n      <g transform=\"translate(242.133606 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"294.091464\" xlink:href=\"#m46a35119af\" y=\"197.46\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 300 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(284.547714 212.058437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"ma675790ab9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#ma675790ab9\" y=\"183.777836\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0 -->\n      <g transform=\"translate(13.5625 187.577054)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#ma675790ab9\" y=\"144.94704\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 20 -->\n      <g transform=\"translate(7.2 148.746258)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#ma675790ab9\" y=\"106.116244\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(7.2 109.915462)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#ma675790ab9\" y=\"67.285448\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(7.2 71.084666)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#ma675790ab9\" y=\"28.454652\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 80 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(7.2 32.25387)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#pb366584e9d)\" d=\"M 39.606818 15.848182 \nL 40.4551 71.133354 \nL 41.303382 167.75487 \nL 42.151665 86.701897 \nL 42.999947 122.506351 \nL 43.848229 81.185013 \nL 45.544793 148.274777 \nL 46.393075 97.068935 \nL 47.241358 142.633144 \nL 48.08964 143.123272 \nL 48.937922 119.312884 \nL 49.786204 151.504936 \nL 50.634486 136.706109 \nL 51.482768 157.548506 \nL 52.33105 143.413325 \nL 53.179333 136.055095 \nL 54.027615 148.109444 \nL 54.875897 171.591823 \nL 55.724179 139.686313 \nL 56.572461 159.958271 \nL 57.420743 146.182958 \nL 58.269026 114.373291 \nL 59.96559 174.498101 \nL 60.813872 182.157409 \nL 61.662154 159.104777 \nL 62.510436 183.77008 \nL 63.358718 188.811818 \nL 64.207001 167.538628 \nL 65.055283 181.89163 \nL 65.903565 157.232709 \nL 66.751847 139.033651 \nL 67.600129 173.287597 \nL 68.448411 169.50421 \nL 69.296694 156.84015 \nL 70.144976 153.096889 \nL 70.993258 169.389185 \nL 71.84154 151.697072 \nL 72.689822 169.998893 \nL 73.538104 170.76349 \nL 74.386386 167.762345 \nL 75.234669 157.862045 \nL 76.082951 176.229834 \nL 76.931233 185.174772 \nL 77.779515 172.899156 \nL 78.627797 166.448113 \nL 79.476079 178.510107 \nL 80.324362 174.997681 \nL 81.172644 166.184764 \nL 82.020926 171.686064 \nL 82.869208 168.016993 \nL 83.71749 186.0357 \nL 84.565772 175.434363 \nL 85.414054 166.289426 \nL 86.262337 159.451585 \nL 87.110619 182.984014 \nL 87.958901 159.174938 \nL 88.807183 177.634192 \nL 89.655465 169.595127 \nL 90.503747 170.745639 \nL 91.352029 181.500394 \nL 92.200312 170.838033 \nL 93.048594 171.517176 \nL 93.896876 176.286224 \nL 94.745158 171.364664 \nL 95.59344 183.35151 \nL 96.441722 181.945106 \nL 97.290005 179.009062 \nL 98.138287 172.116432 \nL 98.986569 176.782055 \nL 99.834851 175.745328 \nL 100.683133 166.602914 \nL 101.531415 181.08017 \nL 102.379697 167.548052 \nL 103.22798 183.780721 \nL 104.076262 161.533089 \nL 104.924544 182.273811 \nL 105.772826 179.397451 \nL 106.621108 179.827702 \nL 107.46939 179.933348 \nL 108.317673 177.892855 \nL 109.165955 171.416365 \nL 110.014237 177.690036 \nL 110.862519 181.316312 \nL 111.710801 175.121268 \nL 112.559083 175.042408 \nL 113.407365 175.917521 \nL 114.255648 177.715114 \nL 115.10393 182.048669 \nL 115.952212 174.107053 \nL 116.800494 179.966964 \nL 117.648776 180.868423 \nL 118.497058 180.485977 \nL 119.345341 183.694292 \nL 120.193623 183.523666 \nL 121.041905 181.022242 \nL 121.890187 181.779236 \nL 122.738469 182.214574 \nL 123.586751 181.62664 \nL 124.435033 180.464692 \nL 125.283316 179.104352 \nL 126.131598 183.068795 \nL 126.97988 180.392598 \nL 127.828162 182.668503 \nL 128.676444 182.347187 \nL 129.524726 176.984907 \nL 130.373009 182.946673 \nL 131.221291 182.349338 \nL 132.069573 179.586561 \nL 132.917855 177.627939 \nL 133.766137 181.068631 \nL 134.614419 180.860706 \nL 135.462701 182.605135 \nL 136.310984 182.147252 \nL 137.159266 181.142153 \nL 138.007548 182.497945 \nL 138.85583 182.398466 \nL 139.704112 180.092457 \nL 140.552394 180.788145 \nL 141.400676 182.712819 \nL 142.248959 182.87713 \nL 143.097241 181.532394 \nL 143.945523 183.622068 \nL 144.793805 182.835907 \nL 145.642087 178.84511 \nL 146.490369 182.011742 \nL 147.338652 182.40504 \nL 148.186934 181.125035 \nL 149.035216 183.487374 \nL 149.883498 183.60679 \nL 150.73178 182.593039 \nL 151.580062 182.372271 \nL 152.428344 183.32494 \nL 153.276627 182.701346 \nL 154.124909 183.755758 \nL 154.973191 182.872437 \nL 155.821473 182.78835 \nL 156.669755 183.229547 \nL 157.518037 181.483676 \nL 158.36632 183.601467 \nL 159.214602 183.395566 \nL 160.062884 182.610217 \nL 160.911166 183.216112 \nL 161.759448 183.132872 \nL 162.60773 183.659677 \nL 163.456012 182.231506 \nL 164.304295 183.043176 \nL 165.152577 183.145528 \nL 166.000859 182.531015 \nL 166.849141 182.287827 \nL 167.697423 183.569711 \nL 168.545705 183.709324 \nL 169.393988 182.29478 \nL 170.24227 182.755869 \nL 171.090552 183.643971 \nL 171.938834 183.037326 \nL 172.787116 182.608029 \nL 173.635398 183.55651 \nL 174.48368 183.581692 \nL 175.331963 183.436948 \nL 176.180245 183.670609 \nL 177.028527 183.565694 \nL 177.876809 183.092178 \nL 180.421656 183.765721 \nL 181.269938 183.554972 \nL 182.11822 183.874745 \nL 182.966502 183.542553 \nL 183.814784 183.479517 \nL 184.663066 183.792222 \nL 187.207913 183.562369 \nL 188.056195 183.233802 \nL 188.904477 183.913171 \nL 189.752759 183.236246 \nL 190.601041 183.430804 \nL 191.449324 183.135178 \nL 192.297606 183.719461 \nL 193.99417 183.509272 \nL 194.842452 183.673745 \nL 195.690734 183.450607 \nL 196.539016 183.513999 \nL 197.387299 183.7758 \nL 199.083863 183.673737 \nL 200.780427 183.652816 \nL 202.476991 183.570806 \nL 203.325274 183.828132 \nL 204.173556 183.672461 \nL 205.87012 183.810224 \nL 206.718402 183.638545 \nL 210.959813 183.604762 \nL 211.808095 183.812908 \nL 212.656377 183.63223 \nL 214.352942 183.629837 \nL 216.897788 183.765265 \nL 217.74607 183.357416 \nL 218.594352 183.757946 \nL 219.442635 183.612129 \nL 220.290917 183.762673 \nL 222.835763 183.722182 \nL 223.684045 183.837602 \nL 224.532327 183.65307 \nL 227.077174 183.616268 \nL 227.925456 183.765026 \nL 228.773738 183.593529 \nL 230.470303 183.805973 \nL 231.318585 183.708744 \nL 233.863431 183.774348 \nL 234.711713 183.625858 \nL 235.559995 183.601711 \nL 236.408278 183.858634 \nL 237.25656 183.725462 \nL 239.801406 183.670576 \nL 241.497971 183.730034 \nL 242.346253 183.791342 \nL 243.194535 183.63578 \nL 244.042817 183.856698 \nL 244.891099 183.682901 \nL 245.739381 183.647293 \nL 246.587663 183.757222 \nL 248.284228 183.649926 \nL 249.980792 183.775538 \nL 252.525638 183.715732 \nL 253.373921 183.82364 \nL 255.918767 183.650667 \nL 258.463614 183.78305 \nL 261.00846 183.739248 \nL 263.553306 183.794417 \nL 266.946435 183.714165 \nL 267.794717 183.923142 \nL 268.642999 183.753767 \nL 269.491282 183.84707 \nL 270.339564 183.741438 \nL 271.187846 183.788017 \nL 272.036128 183.650325 \nL 272.88441 183.811909 \nL 273.732692 183.684569 \nL 277.974103 183.826342 \nL 280.51895 183.618658 \nL 281.367232 183.816232 \nL 286.456925 183.729665 \nL 287.305207 183.828206 \nL 292.3949 183.815229 \nL 293.243182 183.862135 \nL 293.243182 183.862135 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 26.925 197.46 \nL 26.925 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 305.925 197.46 \nL 305.925 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 26.925 197.46 \nL 305.925 197.46 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 26.925 7.2 \nL 305.925 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 237.626563 29.878125 \nL 298.925 29.878125 \nQ 300.925 29.878125 300.925 27.878125 \nL 300.925 14.2 \nQ 300.925 12.2 298.925 12.2 \nL 237.626563 12.2 \nQ 235.626563 12.2 235.626563 14.2 \nL 235.626563 27.878125 \nQ 235.626563 29.878125 237.626563 29.878125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_14\">\n     <path d=\"M 239.626563 20.298437 \nL 259.626562 20.298437 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_15\"/>\n    <g id=\"text_13\">\n     <!-- grad2 -->\n     <defs>\n      <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(267.626562 23.798437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"104.589844\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"165.869141\" xlink:href=\"#DejaVuSans-100\"/>\n      <use x=\"229.345703\" xlink:href=\"#DejaVuSans-50\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pb366584e9d\">\n   <rect height=\"190.26\" width=\"279\" x=\"26.925\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n"
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}